rm(list=ls())

## Check searchK and then an alternate specification
## for:
## PKK; AQAP; LRA; ONLF
## PKK-- likely K=2 is underspecified
## AQAP: substantive knowledge suggests 3 distinct periods
## ONLF: One very dominant framing
## LRA: This group has no change periods with the K=2 model; would they with a different spec?

## Load packages to clean and work with data

library(ggplot2)
library(tidyverse)
library(readxl)
source("topicSearchK.R") ## wrapper for text prep + searchK
##source("dominantFraming.R") ## wrapper to summarize yearly STM

##%%%%%%%%%%%%%%%%%%%%%%%%%%%
### Data + Summary Stats
##%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%

### 2020 UCDP; good underlying base to
## try out strategies for measuring change

dataPath <- "./"

ucdp.ged<- read.csv(paste0(dataPath,"ged211.csv"))

ucdp.acd <- read.csv(paste0(
    dataPath, "ucdp-prio-acd-211.csv"))

ucdp.actor <- read_excel(paste0(
    dataPath, "ucdp-actor-211.xlsx"))

dim(ucdp.acd)  ##2506;
## [1] 2506   28
dim(ucdp.ged) ## 261864 x 49
## [1] 261864     49
nonstate.actors <- ucdp.actor[which(ucdp.actor$Org==1),]
nonstate.actorList <- unique(nonstate.actors$ActorId)

length(nonstate.actorList) ## 1016
## [1] 1016
## GED/ACD want conflicts that are extrasystemic (1);
##intrastsate (3); and interationlized interstate (4)
## In all conflicts other than type 2 the side_b is a rebel group

## What I need to do is identfify candiate conflicts and actors in the
## ACD (which is in conflict-year)
## then make a list of conflicts and actors to use to subset the event data

types <- c(1, 3, 4)

acd.nonstate <- ucdp.acd[which(
    ucdp.acd$type_of_conflict %in% types),]

dim(acd.nonstate) ## 2370 x 28 conflict-years
## [1] 2370   28
table(acd.nonstate$type_of_conflict)
## 
##    1    3    4 
##  117 1864  389
      ## 117 extrasystemtic conflict-years;; 1864 intrastate conflict years;
      ##349 internationalized interstate conflict years

length(unique(ucdp.acd$conflict_id)) ## 292 conflicts including state-state
## [1] 292
length(unique(acd.nonstate$conflict_id)) ## 244 conflicts that are state-nonstate
## [1] 244
length(unique(acd.nonstate$side_b_id)) ##593
## [1] 593
substate.conflicts <- unique(acd.nonstate$conflict_id)
length(substate.conflicts) ## 244
## [1] 244
## First: violent events as part of existing substate conflicts:
ucdp.subset <- ucdp.ged[which(
    ucdp.ged$conflict_new_id %in% substate.conflicts),]
## Second, those events carried out by organized, non-state, armed actors:
ucdp.subset <- ucdp.subset[which(ucdp.subset$side_b_dset_id %in% nonstate.actorList),]

dim(ucdp.subset) ## 191252
## [1] 191252     49
summary(ucdp.subset$year)
##    Min. 1st Qu.  Median    Mean 3rd Qu.    Max. 
##    1989    2006    2013    2010    2015    2020
length(unique(ucdp.subset$side_b_dset_id))
## [1] 356
length(unique(ucdp.subset$dyad_new_id))
## [1] 393
actor.freq <- as.data.frame(table(ucdp.subset$side_b))
actor.freq <- actor.freq[order(actor.freq$Freq),]

dim(actor.freq) ## 352x 2
## [1] 352   2
tail(actor.freq) ## Syrian insurgents; Kashmir insurgents;
##                   Var1  Freq
## 174               LTTE  4008
## 261                PKK  5101
## 159 Kashmir insurgents  6310
## 142                 IS 15011
## 321            Taleban 31590
## 318  Syrian insurgents 60814
print(actor.freq)
##                                                                     Var1  Freq
## 29                                                                 ARDUF     1
## 44                                                                   BMA     1
## 107                                             Forces of Harar garrison     1
## 134                          High Council of Afghanistan Islamic Emirate     1
## 188                        Military faction (forces of Andres Rodriguez)     1
## 196                          Military faction (forces of Moisés Giroldi)     1
## 198                             Military faction (forces of Raol Cédras)     1
## 287                                      Revolutionary Forces of 1 April     1
## 349                                                                  WSB     1
## 177                               Mahaz-i Milli-yi Islami-yi Afghanistan     2
## 199                         Military faction (forces of Shahnawaz Tanay)     2
## 214                                                              MOSANAT     2
## 216                                              MPA/Republic of Anjouan     2
## 254                                                                 PFLL     2
## 268                                                   Presidential guard     2
## 83                                                                 EPRLF     3
## 89                                                                  FARF     3
## 104                                                                  FNT     3
## 130                                                           God's Army     3
## 148                                                  Jamaat al-Muslimeen     3
## 179                                                          Maute group     3
## 195                      Military faction (forces of Maldoum Bada Abbas)     3
## 202                                        Military faction (Red Berets)     3
## 324                                                             TTP - TA     3
## 337                                                              UNRF II     3
## 350                                                  Yurtta Sulh Konseyi     3
## 38                                                          Baraka group     4
## 41                                                                BIFM-K     4
## 114                                    Forces of Paul Joseph Mukungubila     4
## 120                                                                 FPRN     4
## 146                                               Jama'at Ansar al-Islam     4
## 149                                                      Jamaat-ul-Ahrar     4
## 186           Military faction (forces of Amsha Desta and Merid Negusie)     4
## 189                          Military faction (forces of Asaminew Tsige)     4
## 191           Military faction (forces of Himmler Rebu and Guy Francois)     4
## 193                             Military faction (forces of Hugo Chávez)     4
## 212                                                                  MNR     4
## 289                                                                 RIRA     4
## 314                                               SSDM/A - Cobra Faction     4
## 340                                                                 UPCP     4
## 347                            Wahhabi movement of the Buinaksk district     4
## 1                                                                  ABSDF     5
## 47                                                                 CCMSR     5
## 55                                                                   CNR     5
## 68                                                   Croatian irregulars     5
## 112                                              Forces of Mullo Abdullo     5
## 126                                                            FUNCINPEC     5
## 139                                                                 IGLF     5
## 194                                 Military faction (Forces of Hun Sen)     5
## 197                       Military faction (forces of Nicolae Ceausescu)     5
## 200                         Military faction (forces of Suret Husseinov)     5
## 201                                           Military faction (Lesotho)     5
## 205                                                                  MKP     5
## 239                                                                  NSF     5
## 245                                                           OP Lavalas     5
## 108                                          Forces of Khalifa al-Ghawil     6
## 117                                                                  FPB     6
## 178                                                               Maidan     6
## 190                     Military faction (forces of Godefroid Niyombare)     6
## 213                                                                MODEL     6
## 230                                                                NDPVF     6
## 247                                                          OPON Forces     6
## 274                                                                 RAFD     6
## 293                                                                 SARC     6
## 329                                                                 UFRA     6
## 10                                               al-Harakat al-Islamiyah     7
## 26                                                                   APF     7
## 70                                                                 CSNPD     7
## 94                                                               FDSI-CI     7
## 173                                                                  LRM     7
## 187                          Military faction (forces of André Kolingba)     7
## 192                Military faction (forces of Honasan, Abenina & Zumel)     7
## 215                                                                  MPA     7
## 219                                                                  MPS     7
## 298                                                   Serbian irregulars     7
## 301                                            Signed-in-Blood Battalion     7
## 61                                                                   CPC     8
## 93                                                                   FDR     8
## 162                                                                  KDP     8
## 210                                                            MNLF - HM     8
## 225                                        National Guard and Mkhedrioni     8
## 265                                                            POLISARIO     8
## 286                                              Republic of South Sudan     8
## 6                                                     Ahlul Sunnah Jamaa     9
## 37                                                        Baloch Ittehad     9
## 118                                                                 FPLA     9
## 328                                                                  UFR     9
## 351                                              Zintan Military Council     9
## 67                                                                   CRA    10
## 105                                            Forces of Francois Bozize    10
## 151                                                                  JIG    10
## 204                                                                  MJP    10
## 320                                                    Takfir wa'l Hijra    10
## 346                                                                 UWSA    10
## 122                                                              Frolina    11
## 124                                                               FRUD-C    11
## 234                                                                 NMSP    11
## 284                                               Republic of Somaliland    11
## 303                                                                 SLFA    11
## 310                                                                  SPM    11
## 325                                                                  UBA    11
## 18                                                                    AN    12
## 143                                                       Islamic Legion    12
## 250                                                 Parliamentary Forces    12
## 327                                                                 UFDD    12
## 344                                                              USC/SSA    12
## 2                                                                   ABSU    13
## 121                                                                 FRCI    13
## 125                                                                 FUCD    13
## 319                                                                  TAK    13
## 86                                                                  EZLN    14
## 95                                                                  FIAA    14
## 101                                                                 FLRN    14
## 141                                                                INPFL    14
## 231                                                               Ninjas    14
## 317                                                    Sultanate of Sulu    14
## 71                                        Darfur Joint Resistance Forces    15
## 85                                                                  ETIM    15
## 283                                                 Republic of Slovenia    15
## 7                                                                   AIAI    16
## 12                                                          al-Murabitun    16
## 257                                                                  PFT    16
## 305                                                           SLM/A - MM    16
## 43                                                                   BLF    17
## 218                                                                MPIGO    17
## 236                                                                  NRF    17
## 242                                                                  OLA    17
## 291                                                                  RSO    17
## 248                                                           Palipehutu    18
## 33                                                                   ASL    19
## 63                                                              CPI-ML-J    19
## 181                                                                  MDD    19
## 203 Military Junta for the Consolidation of Democracy, Peace and Justice    19
## 217                                                                 MPCI    19
## 238                                                               NSCN-K    19
## 348                                                                 WNBF    19
## 34                                                                 ATNMC    20
## 96                                                                  FLAA    20
## 109                                              Forces of Khudoberdiyev    20
## 56                                                                  CNRD    21
## 59                                                               Cocoyes    21
## 78                                                                   EPL    21
## 81                                                                   EPR    21
## 144                                                         Jaish al-Adl    21
## 296                                                               Seleka    21
## 339                                   UPC (Ali Darass Fulani supporters)    21
## 167                                                                KPNLF    22
## 312                                                                 SRRC    22
## 76                                                             EIJM - AS    23
## 92                                                              FDLR-RUD    23
## 100                                                                  FLM    23
## 103                                                FNL-Ubugabo-Burihabwa    23
## 233                                                               NLFT-B    23
## 21                                                  Ansar Bayt al-Maqdis    24
## 64                                                                  CPJP    24
## 99                                                                FLEC-R    24
## 138                                                         Hizbul Islam    24
## 256                                                              PFLP-GC    24
## 315                                                               SSLM/A    24
## 338                                                                  UPA    24
## 208                                                                  MNJ    25
## 20                                                       Ansar al-Sunnah    27
## 31                                                                  ARSA    27
## 60                                                               Contras    27
## 49                                                                   CMA    28
## 123                                                                 FRUD    28
## 24                                                           anti-Balaka    29
## 270                                                                  PUK    29
## 288                                                                 RFDG    29
## 313                                                               SSDM/A    29
## 23                                                            Ansarallah    30
## 222                                                                  MTA    30
## 341                                                                 UPLC    30
## 74                                                                DKBA 5    31
## 58                                                                Cobras    32
## 113                                          Forces of Norodom Ranariddh    32
## 235                                                                 NPFL    32
## 220                                                                  MQM    33
## 182                                                                 MDJT    35
## 39                                                                   BDK    36
## 277                                                           RED-TABARA    37
## 53                                                                  CNDP    38
## 160                                                         Kata Katanga    38
## 223                                                                MUJAO    38
## 209                                                                 MNLF    39
## 224                                                                  NAS    39
## 46                                                                  BRAS    40
## 206                                                                  MLC    40
## 221                                                                 MRTA    40
## 280                                                  Republic of Armenia    40
## 352                                                            Zviadists    40
## 111                                            Forces of Muammar Gaddafi    41
## 290                                                                  RJF    41
## 153                                                            Jondullah    42
## 322                                                                 TPLF    42
## 4                                                                   AFDL    43
## 295                                                                  SDF    43
## 79                                                         EPL - Megateo    44
## 316                                                                 SSPP    44
## 132                                                 Harakit Sawa'id Misr    46
## 211                                                            MNLF - NM    46
## 271                                                                 PULF    46
## 285                                            Republic of South Ossetia    48
## 246                                                                  OPM    49
## 80                                                                  EPLF    50
## 25                                                                 APCLS    51
## 22                                                            Ansar Dine    52
## 273                                                                  PYD    52
## 57                                                                  CNRT    53
## 35                                                                  ATTF    57
## 154                                                               JSS/SB    57
## 229                                                               NDFB-S    59
## 170                                                      Lebanese Forces    61
## 180                                                                  MCC    61
## 241                                                          Ntsiloulous    61
## 306                                                                  SNM    64
## 176                                                                  M23    65
## 165                                                                 KNPP    66
## 175                                                                 LURD    67
## 88                                                       FARC dissidents    68
## 72                                          Democratic Republic of Yemen    72
## 163                                                                 KDPI    72
## 157                                                             Kamajors    73
## 267                                                               PREPAK    74
## 129                                                                 GNLA    76
## 73                                                                DHKP-C    77
## 263                                                                  PMR    77
## 161                                                                  KCP    78
## 110                                                Forces of Michel Aoun    79
## 207                                                                MNDAA    79
## 137                                                        Hizb-i Wahdat    80
## 255                                                                 PFLP    80
## 145                                    Jam'iyyat-i Islami-yi Afghanistan    81
## 98                                                           FLEC-FAC-TN    82
## 252                                                                 PBCP    83
## 150                                                                  JEM    84
## 140                                                                  IMU    87
## 50                                                                   CMC    89
## 294                                                                SCIRI    89
## 266                                                                  PRC    90
## 343                                                              USC/SNA    92
## 15                                                                  ALiR    95
## 40                                                                  BIFM    95
## 309                                                         SPLM/A-North    95
## 82                                                                 EPRDF    99
## 226                                                                  NDA    99
## 253                                                               PBCP-J    99
## 183                                                                  MEK   103
## 228                                                            NDFB - RD   103
## 275                                                                  RCD   103
## 259                                                                 PIRA   109
## 36                                 Autonomous Province of Western Bosnia   112
## 237                                                              NSCN-IM   112
## 232                                                                 NLFT   114
## 102                                                                 FMLN   115
## 156                                                                  JVP   118
## 169                                                      Lashkar-e-Islam   124
## 260                                                                 PJAK   125
## 19                                                        Ansar al-Islam   127
## 269                                                                 PSLF   127
## 336                                                                UNLFW   127
## 54                                                                 CNPSC   128
## 276                                                                 RCSS   128
## 119                                                                  FPR   129
## 262                                                                  PLA   130
## 51                                                                  CNDD   136
## 136                        Hizb-i Islami-yi Afghanistan - Khalis faction   138
## 335                                                                 UNLF   142
## 84                                                                   ETA   144
## 279                                                 Republic of Abkhazia   144
## 5                                                                   AFRC   145
## 158                                                        Kamuina Nsapu   153
## 97                                                              FLEC-FAC   155
## 16                                                                   AMB   156
## 264                                                                  PNA   159
## 184                                                                 MFDC   164
## 331                                                                  ULA   174
## 304                                                                SLM/A   181
## 240                                                                  NTC   187
## 345                                                                  UTO   196
## 42                                                                   BLA   197
## 227                                                                 NDFB   203
## 91                                                                  FDLR   204
## 302                                                      Sikh insurgents   214
## 278                                                               Renamo   216
## 45                                                                   BRA   226
## 282                                                  Republic of Croatia   229
## 171                                                                  LPR   233
## 155                                            Junbish-i Milli-yi Islami   254
## 164                                                                  KIO   257
## 52                                                              CNDD-FDD   259
## 9                                                 al-Gama'a al-Islamiyya   260
## 272                                                                  PWG   261
## 90                                                                 Fatah   268
## 342                                                                 URNG   271
## 334                                   United Armed Forces of Novorossiya   282
## 69                               Croatian Republic of Bosnia-Herzegovina   288
## 308                                                          SPLM/A - IO   297
## 11                                                         al-Mahdi Army   302
## 135                                         Hizb-i Islami-yi Afghanistan   304
## 116                               Forces of the House of Representatives   320
## 30                                                               ARS/UIC   338
## 166                                                                  KNU   344
## 3                                                                    ADF   346
## 168                                                                   KR   370
## 185                                                                 MILF   409
## 307                                                               SPLM/A   410
## 292                                                                  RUF   411
## 249                                                       Palipehutu-FNL   418
## 17                                                  Ambazonia insurgents   425
## 311                                                                  SRF   448
## 243                                                                  OLF   462
## 258                                                                  PIJ   479
## 152                                                                 JNIM   486
## 133                                                            Hezbollah   510
## 326                                                                  UCK   526
## 332                                                                 ULFA   526
## 297                                                     Sendero Luminoso   590
## 32                                                                   ASG   625
## 8                                                                    AIS   652
## 244                                                                 ONLF   700
## 13                                                              al-Qaida   711
## 75                                                                   DPR   778
## 281                                                  Republic of Artsakh   797
## 77                                                                   ELN   818
## 330                                                                UIFSA   911
## 27                                                                  AQAP   916
## 127                                                                  GAM   997
## 172                                                                  LRA  1038
## 300                                          Serbian Republic of Krajina  1137
## 147                           Jama'atu Ahlis Sunna Lidda'awati wal-Jihad  1236
## 251                                                    Patani insurgents  1246
## 128                                                                  GIA  1289
## 333                                                                UNITA  1456
## 115                                       Forces of the Caucasus Emirate  1478
## 106                                                       Forces of Hadi  1581
## 131                                                                Hamas  1718
## 62                                                            CPI-Maoist  1800
## 48                                          Chechen Republic of Ichkeria  1806
## 66                                                                   CPP  1835
## 28                                                                  AQIM  1937
## 299                               Serbian Republic of Bosnia-Herzegovina  2863
## 87                                                                  FARC  2973
## 323                                                                  TTP  3667
## 65                                                                 CPN-M  3701
## 14                                                            Al-Shabaab  3944
## 174                                                                 LTTE  4008
## 261                                                                  PKK  5101
## 159                                                   Kashmir insurgents  6310
## 142                                                                   IS 15011
## 321                                                              Taleban 31590
## 318                                                    Syrian insurgents 60814
dim(actor.freq[which(actor.freq$Freq > 10),])  ## 258 with more than 10
## [1] 258   2
dim(actor.freq[which(actor.freq$Freq > 50),])  ## 147 with more than 50
## [1] 147   2
dim(actor.freq[which(actor.freq$Freq > 100),])  ## 105 with more than 100
## [1] 105   2
groups.tiny <- as.character(actor.freq[which(
    actor.freq$Freq >= 10), "Var1"])

ged.tiny <- ucdp.subset[which(
    ucdp.subset$side_b %in% groups.tiny),]

dim(ged.tiny) ## 190830
## [1] 190830     49
#############################
## subsets:

ged.pkk <-ged.tiny[which(ged.tiny$side_b_dset_id==323),]
ged.aqap <-ged.tiny[which(ged.tiny$side_b_dset_id==881),]
ged.lra <-ged.tiny[which(ged.tiny$side_b_dset_id==488),]
ged.onlf <-ged.tiny[which(ged.tiny$side_b_dset_id==497),]


## PKK: expectation is that two is too few
sk.pkk <- group.searchK(groupID= "-pkk",
                        data=ged.pkk,
                        k=20)
## [1] 5101   49
## Warning: 'dfm.corpus()' is deprecated. Use 'tokens()' first.
## Warning: min_nchar, ngrams arguments are not used.
## Warning: '...' should not be used for tokens() arguments; use 'tokens()' first.
## Warning: min_nchar, ngrams arguments are not used.

## Warning: min_nchar, ngrams arguments are not used.
## Warning: 'remove' is deprecated; use dfm_remove() instead
## Warning: 'stem' is deprecated; use dfm_wordstem() instead
## Warning in dfm2stm(x, docvars, omit_empty = TRUE): Dropped 5,101 empty
## document(s)
## Warning in stm(documents = heldout$documents, vocab = heldout$vocab, K = k, :
## K=2 is equivalent to a unidimensional scaling model which you may prefer.
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ..
##   Recovering initialization...
##      ..................
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.708) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.607, relative change = 2.144e-02) 
## ....................................................................................................
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## Completing Iteration 3 (approx. per word bound = -4.582, relative change = 5.357e-03) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.573, relative change = 2.082e-03) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.568, relative change = 1.073e-03) 
## Topic 1: kill, turkey, r, rebel, kurd 
##  Topic 2: turkish, --, kurdish, forc, clash 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.565, relative change = 6.689e-04) 
## ....................................................................................................
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## Completing Iteration 7 (approx. per word bound = -4.563, relative change = 4.914e-04) 
## ....................................................................................................
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## Completing Iteration 8 (approx. per word bound = -4.561, relative change = 4.084e-04) 
## ....................................................................................................
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## Completing Iteration 9 (approx. per word bound = -4.559, relative change = 3.566e-04) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.558, relative change = 3.081e-04) 
## Topic 1: kill, turkey, r, rebel, kurd 
##  Topic 2: turkish, --, kurdish, forc, clash 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.557, relative change = 2.632e-04) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.556, relative change = 2.417e-04) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.554, relative change = 2.677e-04) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.553, relative change = 3.601e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.550, relative change = 5.078e-04) 
## Topic 1: kill, turkey, r, rebel, kurd 
##  Topic 2: --, turkish, kurdish, forc, clash 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.547, relative change = 6.404e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -4.544, relative change = 6.795e-04) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -4.541, relative change = 6.405e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -4.539, relative change = 5.966e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.536, relative change = 6.138e-04) 
## Topic 1: kill, turkey, r, rebel, kurd 
##  Topic 2: --, turkish, kurdish, forc, clash 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.533, relative change = 7.212e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -4.529, relative change = 8.559e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -4.525, relative change = 8.939e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -4.521, relative change = 8.000e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -4.518, relative change = 6.620e-04) 
## Topic 1: kill, turkey, r, rebel, kurd 
##  Topic 2: --, turkish, kurdish, forc, clash 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -4.515, relative change = 6.118e-04) 
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## Completing Iteration 27 (approx. per word bound = -4.512, relative change = 7.387e-04) 
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## Completing Iteration 28 (approx. per word bound = -4.508, relative change = 9.344e-04) 
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## Completing Iteration 29 (approx. per word bound = -4.504, relative change = 8.087e-04) 
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## Completing Iteration 30 (approx. per word bound = -4.502, relative change = 5.123e-04) 
## Topic 1: kill, turkey, r, rebel, kurd 
##  Topic 2: --, turkish, kurdish, forc, clash 
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## Completing Iteration 31 (approx. per word bound = -4.500, relative change = 3.663e-04) 
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## Completing Iteration 32 (approx. per word bound = -4.499, relative change = 3.326e-04) 
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## Completing Iteration 35 (approx. per word bound = -4.493, relative change = 4.193e-04) 
## Topic 1: kill, turkey, r, rebel, kurd 
##  Topic 2: --, turkish, kurdish, forc, clash 
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## Completing Iteration 36 (approx. per word bound = -4.491, relative change = 4.518e-04) 
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## Completing Iteration 40 (approx. per word bound = -4.480, relative change = 7.921e-04) 
## Topic 1: kill, turkey, r, rebel, kurd 
##  Topic 2: --, turkish, kurdish, forc, ankara 
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## Completing Iteration 41 (approx. per word bound = -4.476, relative change = 8.654e-04) 
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## Completing Iteration 45 (approx. per word bound = -4.458, relative change = 1.150e-03) 
## Topic 1: kill, turkey, r, rebel, kurd 
##  Topic 2: --, turkish, forc, ankara, kurdish 
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## Completing Iteration 46 (approx. per word bound = -4.453, relative change = 1.203e-03) 
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## Completing Iteration 50 (approx. per word bound = -4.432, relative change = 1.052e-03) 
## Topic 1: kill, turkey, r, rebel, kurdish 
##  Topic 2: --, turkish, forc, ankara, terrorist 
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## Completing Iteration 51 (approx. per word bound = -4.428, relative change = 1.048e-03) 
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## Completing Iteration 55 (approx. per word bound = -4.403, relative change = 1.753e-03) 
## Topic 1: kill, turkey, r, rebel, kurdish 
##  Topic 2: --, turkish, forc, defens, terrorist 
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## Completing Iteration 56 (approx. per word bound = -4.394, relative change = 1.949e-03) 
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## Completing Iteration 60 (approx. per word bound = -4.359, relative change = 1.895e-03) 
## Topic 1: kill, turkey, r, rebel, turkish 
##  Topic 2: --, forc, turkish, defens, people’ 
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## Completing Iteration 65 (approx. per word bound = -4.336, relative change = 6.669e-04) 
## Topic 1: kill, turkish, turkey, r, rebel 
##  Topic 2: --, forc, defens, turkish, people’ 
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## Completing Iteration 66 (approx. per word bound = -4.333, relative change = 6.142e-04) 
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## Completing Iteration 67 (approx. per word bound = -4.330, relative change = 5.757e-04) 
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## Completing Iteration 70 (approx. per word bound = -4.325, relative change = 3.918e-04) 
## Topic 1: kill, turkish, turkey, r, rebel 
##  Topic 2: --, forc, defens, people’, pkk 
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## Completing Iteration 71 (approx. per word bound = -4.323, relative change = 3.435e-04) 
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## Completing Iteration 72 (approx. per word bound = -4.322, relative change = 2.903e-04) 
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## Completing Iteration 73 (approx. per word bound = -4.321, relative change = 2.567e-04) 
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## Completing Iteration 74 (approx. per word bound = -4.320, relative change = 2.397e-04) 
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## Completing Iteration 75 (approx. per word bound = -4.319, relative change = 2.194e-04) 
## Topic 1: kill, turkish, turkey, r, rebel 
##  Topic 2: --, forc, defens, people’, pkk 
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## Completing Iteration 76 (approx. per word bound = -4.318, relative change = 2.026e-04) 
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## Completing Iteration 78 (approx. per word bound = -4.316, relative change = 1.755e-04) 
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## Completing Iteration 79 (approx. per word bound = -4.316, relative change = 1.689e-04) 
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## Completing Iteration 80 (approx. per word bound = -4.315, relative change = 1.677e-04) 
## Topic 1: kill, turkish, turkey, r, rebel 
##  Topic 2: --, forc, defens, people’, pkk 
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## Completing Iteration 81 (approx. per word bound = -4.314, relative change = 1.700e-04) 
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## Completing Iteration 82 (approx. per word bound = -4.313, relative change = 1.753e-04) 
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## Completing Iteration 84 (approx. per word bound = -4.312, relative change = 1.857e-04) 
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## Completing Iteration 85 (approx. per word bound = -4.311, relative change = 1.823e-04) 
## Topic 1: kill, turkish, turkey, r, rebel 
##  Topic 2: --, forc, defens, people’, pkk 
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## Completing Iteration 86 (approx. per word bound = -4.310, relative change = 1.675e-04) 
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## Completing Iteration 87 (approx. per word bound = -4.310, relative change = 1.449e-04) 
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## Completing Iteration 88 (approx. per word bound = -4.309, relative change = 1.235e-04) 
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## Completing Iteration 89 (approx. per word bound = -4.309, relative change = 1.060e-04) 
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## Completing Iteration 90 (approx. per word bound = -4.308, relative change = 9.270e-05) 
## Topic 1: kill, turkish, turkey, r, rebel 
##  Topic 2: --, forc, defens, people’, pkk 
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## Completing Iteration 91 (approx. per word bound = -4.308, relative change = 8.341e-05) 
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## Completing Iteration 92 (approx. per word bound = -4.308, relative change = 7.708e-05) 
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## Completing Iteration 93 (approx. per word bound = -4.307, relative change = 7.447e-05) 
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## Completing Iteration 94 (approx. per word bound = -4.307, relative change = 8.610e-05) 
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## Completing Iteration 95 (approx. per word bound = -4.306, relative change = 1.303e-04) 
## Topic 1: kill, turkish, turkey, r, rebel 
##  Topic 2: --, forc, defens, people’, pkk 
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## Completing Iteration 96 (approx. per word bound = -4.305, relative change = 2.398e-04) 
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## Completing Iteration 97 (approx. per word bound = -4.304, relative change = 4.259e-04) 
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## Completing Iteration 98 (approx. per word bound = -4.301, relative change = 5.152e-04) 
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## Completing Iteration 99 (approx. per word bound = -4.300, relative change = 3.607e-04) 
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## Completing Iteration 100 (approx. per word bound = -4.299, relative change = 2.043e-04) 
## Topic 1: kill, turkish, turkey, r, rebel 
##  Topic 2: --, forc, defens, turkish, people’ 
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## Completing Iteration 101 (approx. per word bound = -4.298, relative change = 1.602e-04) 
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## Completing Iteration 102 (approx. per word bound = -4.298, relative change = 1.562e-04) 
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## Completing Iteration 103 (approx. per word bound = -4.297, relative change = 1.536e-04) 
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## Completing Iteration 104 (approx. per word bound = -4.296, relative change = 1.451e-04) 
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## Completing Iteration 105 (approx. per word bound = -4.296, relative change = 1.306e-04) 
## Topic 1: kill, turkish, r, rebel, turkey 
##  Topic 2: --, forc, defens, turkish, kill 
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## Completing Iteration 106 (approx. per word bound = -4.295, relative change = 1.152e-04) 
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## Completing Iteration 107 (approx. per word bound = -4.295, relative change = 1.058e-04) 
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## Completing Iteration 108 (approx. per word bound = -4.294, relative change = 1.057e-04) 
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## Completing Iteration 109 (approx. per word bound = -4.294, relative change = 1.188e-04) 
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## Completing Iteration 110 (approx. per word bound = -4.293, relative change = 1.359e-04) 
## Topic 1: kill, turkish, r, rebel, turkey 
##  Topic 2: --, forc, defens, kill, turkish 
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## Completing Iteration 111 (approx. per word bound = -4.293, relative change = 1.243e-04) 
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## Completing Iteration 112 (approx. per word bound = -4.292, relative change = 8.934e-05) 
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## Completing Iteration 113 (approx. per word bound = -4.292, relative change = 6.947e-05) 
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## Completing Iteration 114 (approx. per word bound = -4.292, relative change = 6.248e-05) 
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## Completing Iteration 115 (approx. per word bound = -4.291, relative change = 5.884e-05) 
## Topic 1: kill, turkish, r, rebel, turkey 
##  Topic 2: --, forc, defens, kill, turkish 
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## Completing Iteration 116 (approx. per word bound = -4.291, relative change = 5.615e-05) 
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## Completing Iteration 117 (approx. per word bound = -4.291, relative change = 5.418e-05) 
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## Completing Iteration 118 (approx. per word bound = -4.291, relative change = 5.302e-05) 
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## Completing Iteration 119 (approx. per word bound = -4.291, relative change = 5.244e-05) 
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## Completing Iteration 120 (approx. per word bound = -4.290, relative change = 5.183e-05) 
## Topic 1: kill, turkish, r, rebel, turkey 
##  Topic 2: --, forc, defens, kill, turkish 
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## Completing Iteration 121 (approx. per word bound = -4.290, relative change = 5.075e-05) 
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## Completing Iteration 122 (approx. per word bound = -4.290, relative change = 4.922e-05) 
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## Completing Iteration 123 (approx. per word bound = -4.290, relative change = 4.746e-05) 
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## Completing Iteration 124 (approx. per word bound = -4.289, relative change = 4.570e-05) 
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## Completing Iteration 125 (approx. per word bound = -4.289, relative change = 4.389e-05) 
## Topic 1: kill, turkish, r, rebel, turkey 
##  Topic 2: --, forc, defens, kill, turkish 
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## Completing Iteration 126 (approx. per word bound = -4.289, relative change = 4.201e-05) 
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## Completing Iteration 127 (approx. per word bound = -4.289, relative change = 4.126e-05) 
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## Completing Iteration 128 (approx. per word bound = -4.289, relative change = 4.196e-05) 
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## Completing Iteration 129 (approx. per word bound = -4.289, relative change = 4.338e-05) 
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## Completing Iteration 130 (approx. per word bound = -4.288, relative change = 4.423e-05) 
## Topic 1: kill, turkish, r, rebel, turkey 
##  Topic 2: --, forc, defens, kill, turkish 
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## Completing Iteration 131 (approx. per word bound = -4.288, relative change = 4.256e-05) 
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## Completing Iteration 132 (approx. per word bound = -4.288, relative change = 3.905e-05) 
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## Completing Iteration 133 (approx. per word bound = -4.288, relative change = 3.627e-05) 
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## Completing Iteration 134 (approx. per word bound = -4.288, relative change = 3.408e-05) 
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## Completing Iteration 135 (approx. per word bound = -4.288, relative change = 3.147e-05) 
## Topic 1: kill, turkish, r, rebel, turkey 
##  Topic 2: --, forc, defens, kill, turkish 
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## Completing Iteration 136 (approx. per word bound = -4.287, relative change = 2.994e-05) 
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## Completing Iteration 137 (approx. per word bound = -4.287, relative change = 2.915e-05) 
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## Completing Iteration 138 (approx. per word bound = -4.287, relative change = 2.842e-05) 
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## Completing Iteration 139 (approx. per word bound = -4.287, relative change = 2.754e-05) 
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## Completing Iteration 140 (approx. per word bound = -4.287, relative change = 2.643e-05) 
## Topic 1: kill, turkish, r, rebel, turkey 
##  Topic 2: --, forc, defens, kill, turkish 
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## Completing Iteration 141 (approx. per word bound = -4.287, relative change = 2.512e-05) 
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## Completing Iteration 142 (approx. per word bound = -4.287, relative change = 2.384e-05) 
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## Completing Iteration 143 (approx. per word bound = -4.287, relative change = 2.301e-05) 
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## Completing Iteration 144 (approx. per word bound = -4.287, relative change = 2.262e-05) 
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## Completing Iteration 145 (approx. per word bound = -4.286, relative change = 2.230e-05) 
## Topic 1: kill, turkish, r, rebel, turkey 
##  Topic 2: --, forc, defens, kill, turkish 
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## Completing Iteration 146 (approx. per word bound = -4.286, relative change = 2.216e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 147 (approx. per word bound = -4.286, relative change = 2.201e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 148 (approx. per word bound = -4.286, relative change = 2.104e-05) 
## ....................................................................................................
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## Completing Iteration 149 (approx. per word bound = -4.286, relative change = 1.928e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 150 (approx. per word bound = -4.286, relative change = 1.781e-05) 
## Topic 1: kill, turkish, r, rebel, turkey 
##  Topic 2: --, forc, kill, defens, turkish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 151 (approx. per word bound = -4.286, relative change = 1.701e-05) 
## ....................................................................................................
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## Completing Iteration 152 (approx. per word bound = -4.286, relative change = 1.672e-05) 
## ....................................................................................................
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## Completing Iteration 153 (approx. per word bound = -4.286, relative change = 1.696e-05) 
## ....................................................................................................
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## Completing Iteration 154 (approx. per word bound = -4.286, relative change = 1.819e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 155 (approx. per word bound = -4.286, relative change = 2.164e-05) 
## Topic 1: kill, turkish, r, rebel, turkey 
##  Topic 2: --, forc, kill, defens, turkish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 156 (approx. per word bound = -4.286, relative change = 2.690e-05) 
## ....................................................................................................
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## Completing Iteration 157 (approx. per word bound = -4.285, relative change = 2.615e-05) 
## ....................................................................................................
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## Completing Iteration 158 (approx. per word bound = -4.285, relative change = 2.144e-05) 
## ....................................................................................................
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## Completing Iteration 159 (approx. per word bound = -4.285, relative change = 2.009e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 160 (approx. per word bound = -4.285, relative change = 1.941e-05) 
## Topic 1: kill, turkish, r, rebel, turkey 
##  Topic 2: --, forc, kill, defens, turkish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 161 (approx. per word bound = -4.285, relative change = 1.843e-05) 
## ....................................................................................................
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## Completing Iteration 162 (approx. per word bound = -4.285, relative change = 1.747e-05) 
## ....................................................................................................
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## Completing Iteration 163 (approx. per word bound = -4.285, relative change = 1.675e-05) 
## ....................................................................................................
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## Completing Iteration 164 (approx. per word bound = -4.285, relative change = 1.629e-05) 
## ....................................................................................................
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## Completing Iteration 165 (approx. per word bound = -4.285, relative change = 1.600e-05) 
## Topic 1: kill, turkish, r, rebel, turkey 
##  Topic 2: --, forc, kill, defens, turkish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 166 (approx. per word bound = -4.285, relative change = 1.581e-05) 
## ....................................................................................................
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## Completing Iteration 167 (approx. per word bound = -4.285, relative change = 1.563e-05) 
## ....................................................................................................
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## Completing Iteration 168 (approx. per word bound = -4.285, relative change = 1.527e-05) 
## ....................................................................................................
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## Completing Iteration 169 (approx. per word bound = -4.285, relative change = 1.465e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 170 (approx. per word bound = -4.284, relative change = 1.394e-05) 
## Topic 1: kill, turkish, r, rebel, turkey 
##  Topic 2: --, forc, kill, defens, turkish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 171 (approx. per word bound = -4.284, relative change = 1.342e-05) 
## ....................................................................................................
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## Completing Iteration 172 (approx. per word bound = -4.284, relative change = 1.324e-05) 
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## Completing Iteration 173 (approx. per word bound = -4.284, relative change = 1.336e-05) 
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## Completing Iteration 174 (approx. per word bound = -4.284, relative change = 1.370e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 175 (approx. per word bound = -4.284, relative change = 1.418e-05) 
## Topic 1: kill, turkish, r, rebel, turkey 
##  Topic 2: --, forc, kill, defens, turkish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 176 (approx. per word bound = -4.284, relative change = 1.468e-05) 
## ....................................................................................................
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## Completing Iteration 177 (approx. per word bound = -4.284, relative change = 1.495e-05) 
## ....................................................................................................
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## Completing Iteration 178 (approx. per word bound = -4.284, relative change = 1.479e-05) 
## ....................................................................................................
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## Completing Iteration 179 (approx. per word bound = -4.284, relative change = 1.415e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 180 (approx. per word bound = -4.284, relative change = 1.321e-05) 
## Topic 1: kill, turkish, r, rebel, turkey 
##  Topic 2: --, forc, kill, defens, turkish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 181 (approx. per word bound = -4.284, relative change = 1.218e-05) 
## ....................................................................................................
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## Completing Iteration 182 (approx. per word bound = -4.284, relative change = 1.124e-05) 
## ....................................................................................................
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## Completing Iteration 183 (approx. per word bound = -4.284, relative change = 1.044e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ...
##   Recovering initialization...
##      ..................
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.852) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 2 (approx. per word bound = -4.661, relative change = 3.929e-02) 
## ....................................................................................................
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## Completing Iteration 3 (approx. per word bound = -4.611, relative change = 1.078e-02) 
## ....................................................................................................
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## Completing Iteration 4 (approx. per word bound = -4.591, relative change = 4.362e-03) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.580, relative change = 2.313e-03) 
## Topic 1: kill, forc, clash, european, four 
##  Topic 2: --, rebel, turkey, soldier, terrorist 
##  Topic 3: turkish, r, kurdish, ankara, kurd 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.573, relative change = 1.470e-03) 
## ....................................................................................................
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## Completing Iteration 7 (approx. per word bound = -4.569, relative change = 1.076e-03) 
## ....................................................................................................
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## Completing Iteration 8 (approx. per word bound = -4.564, relative change = 8.809e-04) 
## ....................................................................................................
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## Completing Iteration 9 (approx. per word bound = -4.561, relative change = 7.666e-04) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.558, relative change = 7.046e-04) 
## Topic 1: kill, forc, clash, european, four 
##  Topic 2: --, rebel, turkey, soldier, terrorist 
##  Topic 3: turkish, r, kurdish, ankara, kurd 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.555, relative change = 6.876e-04) 
## ....................................................................................................
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## Completing Iteration 12 (approx. per word bound = -4.551, relative change = 7.131e-04) 
## ....................................................................................................
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## Completing Iteration 13 (approx. per word bound = -4.548, relative change = 7.678e-04) 
## ....................................................................................................
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## Completing Iteration 14 (approx. per word bound = -4.544, relative change = 8.313e-04) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.540, relative change = 8.522e-04) 
## Topic 1: kill, clash, forc, european, four 
##  Topic 2: --, rebel, turkey, soldier, terrorist 
##  Topic 3: turkish, r, kurdish, ankara, kurd 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.537, relative change = 8.149e-04) 
## ....................................................................................................
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## Completing Iteration 17 (approx. per word bound = -4.533, relative change = 7.878e-04) 
## ....................................................................................................
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## Completing Iteration 18 (approx. per word bound = -4.529, relative change = 8.046e-04) 
## ....................................................................................................
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## Completing Iteration 19 (approx. per word bound = -4.525, relative change = 8.475e-04) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.521, relative change = 9.018e-04) 
## Topic 1: kill, clash, forc, european, four 
##  Topic 2: --, rebel, turkey, soldier, defens 
##  Topic 3: turkish, r, kurdish, turkey, ankara 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.517, relative change = 9.675e-04) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -4.512, relative change = 1.054e-03) 
## ....................................................................................................
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## Completing Iteration 23 (approx. per word bound = -4.507, relative change = 1.179e-03) 
## ....................................................................................................
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## Completing Iteration 24 (approx. per word bound = -4.501, relative change = 1.365e-03) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -4.494, relative change = 1.591e-03) 
## Topic 1: kill, clash, european, forc, four 
##  Topic 2: --, rebel, forc, soldier, defens 
##  Topic 3: turkish, r, turkey, kurdish, ankara 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -4.486, relative change = 1.797e-03) 
## ....................................................................................................
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## Completing Iteration 27 (approx. per word bound = -4.477, relative change = 1.949e-03) 
## ....................................................................................................
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## Completing Iteration 28 (approx. per word bound = -4.468, relative change = 2.022e-03) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -4.459, relative change = 2.016e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -4.450, relative change = 2.009e-03) 
## Topic 1: kill, clash, f, european, four 
##  Topic 2: --, rebel, forc, soldier, defens 
##  Topic 3: turkish, r, turkey, kurdish, ankara 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -4.441, relative change = 2.068e-03) 
## ....................................................................................................
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## Completing Iteration 32 (approx. per word bound = -4.431, relative change = 2.203e-03) 
## ....................................................................................................
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## Completing Iteration 33 (approx. per word bound = -4.420, relative change = 2.479e-03) 
## ....................................................................................................
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## Completing Iteration 34 (approx. per word bound = -4.407, relative change = 2.846e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -4.394, relative change = 3.068e-03) 
## Topic 1: kill, clash, f, terrorist, european 
##  Topic 2: --, forc, rebel, defens, soldier 
##  Topic 3: turkish, r, turkey, kurdish, rebel 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -4.382, relative change = 2.736e-03) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -4.372, relative change = 2.213e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -4.364, relative change = 1.722e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -4.359, relative change = 1.354e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -4.353, relative change = 1.199e-03) 
## Topic 1: kill, clash, f, terrorist, four 
##  Topic 2: --, forc, defens, turkish, soldier 
##  Topic 3: turkish, r, turkey, rebel, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -4.348, relative change = 1.128e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -4.344, relative change = 1.081e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -4.339, relative change = 1.015e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -4.335, relative change = 9.252e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -4.332, relative change = 8.196e-04) 
## Topic 1: kill, clash, f, terrorist, say 
##  Topic 2: --, forc, defens, turkish, people’ 
##  Topic 3: turkish, r, rebel, turkey, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -4.329, relative change = 7.100e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -4.326, relative change = 6.144e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -4.324, relative change = 5.373e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -4.322, relative change = 4.802e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -4.320, relative change = 4.445e-04) 
## Topic 1: kill, clash, f, say, terrorist 
##  Topic 2: --, forc, defens, turkish, people’ 
##  Topic 3: turkish, r, rebel, turkey, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -4.318, relative change = 4.278e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -4.316, relative change = 4.168e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -4.314, relative change = 3.918e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -4.313, relative change = 3.565e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -4.311, relative change = 3.275e-04) 
## Topic 1: kill, clash, say, f, terrorist 
##  Topic 2: --, forc, defens, turkish, people’ 
##  Topic 3: turkish, r, rebel, turkey, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -4.310, relative change = 3.066e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 57 (approx. per word bound = -4.309, relative change = 2.907e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 58 (approx. per word bound = -4.308, relative change = 2.761e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 59 (approx. per word bound = -4.307, relative change = 2.609e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 60 (approx. per word bound = -4.305, relative change = 2.449e-04) 
## Topic 1: kill, clash, say, f, terrorist 
##  Topic 2: --, forc, defens, turkish, people’ 
##  Topic 3: turkish, r, rebel, turkey, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 61 (approx. per word bound = -4.304, relative change = 2.288e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 62 (approx. per word bound = -4.304, relative change = 2.129e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 63 (approx. per word bound = -4.303, relative change = 1.981e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 64 (approx. per word bound = -4.302, relative change = 1.852e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 65 (approx. per word bound = -4.301, relative change = 1.740e-04) 
## Topic 1: kill, clash, say, f, terrorist 
##  Topic 2: --, forc, defens, turkish, people’ 
##  Topic 3: turkish, r, rebel, turkey, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 66 (approx. per word bound = -4.300, relative change = 1.638e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 67 (approx. per word bound = -4.300, relative change = 1.537e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 68 (approx. per word bound = -4.299, relative change = 1.441e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 69 (approx. per word bound = -4.299, relative change = 1.363e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 70 (approx. per word bound = -4.298, relative change = 1.306e-04) 
## Topic 1: kill, clash, say, f, terrorist 
##  Topic 2: --, forc, defens, turkish, people’ 
##  Topic 3: turkish, r, rebel, turkey, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 71 (approx. per word bound = -4.297, relative change = 1.271e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 72 (approx. per word bound = -4.297, relative change = 1.247e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 73 (approx. per word bound = -4.296, relative change = 1.214e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 74 (approx. per word bound = -4.296, relative change = 1.157e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 75 (approx. per word bound = -4.295, relative change = 1.089e-04) 
## Topic 1: kill, clash, say, f, terrorist 
##  Topic 2: --, forc, defens, turkish, people’ 
##  Topic 3: turkish, r, rebel, turkey, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 76 (approx. per word bound = -4.295, relative change = 1.024e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 77 (approx. per word bound = -4.295, relative change = 9.691e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 78 (approx. per word bound = -4.294, relative change = 9.233e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Topic 1: kill, clash, say, terrorist, f 
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## Topic 1: kill, clash, terrorist, say, f 
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## Topic 1: kill, clash, terrorist, say, secur 
##  Topic 2: --, forc, defens, turkish, kurdish 
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## Topic 1: kill, clash, terrorist, secur, say 
##  Topic 2: --, forc, defens, turkish, kurdish 
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## Topic 1: kill, clash, terrorist, secur, say 
##  Topic 2: --, forc, defens, turkish, kurdish 
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## Topic 1: kill, clash, terrorist, secur, say 
##  Topic 2: --, forc, defens, turkish, kurdish 
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## Completing Iteration 140 (approx. per word bound = -4.279, relative change = 2.144e-05) 
## Topic 1: kill, clash, terrorist, secur, say 
##  Topic 2: --, forc, defens, turkish, kurdish 
##  Topic 3: turkish, r, rebel, turkey, kurdish 
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## Completing Iteration 145 (approx. per word bound = -4.279, relative change = 2.774e-05) 
## Topic 1: kill, clash, terrorist, secur, say 
##  Topic 2: --, forc, defens, turkish, kurdish 
##  Topic 3: turkish, r, rebel, turkey, kurdish 
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## Completing Iteration 150 (approx. per word bound = -4.278, relative change = 2.691e-05) 
## Topic 1: kill, clash, terrorist, secur, say 
##  Topic 2: --, forc, defens, turkish, kurdish 
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## Topic 1: kill, clash, terrorist, secur, say 
##  Topic 2: --, forc, defens, turkish, kurdish 
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## Completing Iteration 160 (approx. per word bound = -4.277, relative change = 2.754e-05) 
## Topic 1: kill, clash, terrorist, secur, say 
##  Topic 2: --, forc, defens, turkish, kurdish 
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## Completing Iteration 165 (approx. per word bound = -4.276, relative change = 3.064e-05) 
## Topic 1: kill, clash, terrorist, secur, say 
##  Topic 2: --, forc, defens, turkish, kurdish 
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## Completing Iteration 170 (approx. per word bound = -4.276, relative change = 3.550e-05) 
## Topic 1: kill, clash, terrorist, secur, say 
##  Topic 2: --, forc, defens, turkish, kurdish 
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## Completing Iteration 175 (approx. per word bound = -4.275, relative change = 4.104e-05) 
## Topic 1: kill, clash, terrorist, secur, say 
##  Topic 2: --, forc, defens, turkish, kurdish 
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## Topic 1: kill, clash, terrorist, turkish, secur 
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## Topic 1: kill, clash, terrorist, turkish, secur 
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## Topic 1: kill, clash, turkish, terrorist, secur 
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## Completing Iteration 192 (approx. per word bound = -4.271, relative change = 5.469e-05) 
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## Completing Iteration 195 (approx. per word bound = -4.270, relative change = 5.457e-05) 
## Topic 1: kill, clash, turkish, terrorist, secur 
##  Topic 2: --, forc, defens, turkish, kill 
##  Topic 3: r, rebel, turkey, kurdish, turkish 
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## Completing Iteration 200 (approx. per word bound = -4.269, relative change = 5.455e-05) 
## Topic 1: kill, turkish, clash, terrorist, secur 
##  Topic 2: --, forc, defens, kill, turkish 
##  Topic 3: r, rebel, turkey, kurdish, ankara 
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## Completing Iteration 205 (approx. per word bound = -4.268, relative change = 5.691e-05) 
## Topic 1: kill, turkish, clash, terrorist, secur 
##  Topic 2: --, forc, defens, kill, turkish 
##  Topic 3: r, rebel, turkey, kill, kurdish 
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## Topic 1: kill, turkish, clash, terrorist, secur 
##  Topic 2: --, forc, defens, kill, turkish 
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## Completing Iteration 215 (approx. per word bound = -4.265, relative change = 1.041e-04) 
## Topic 1: kill, turkish, clash, terrorist, secur 
##  Topic 2: --, forc, defens, kill, turkish 
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## Completing Iteration 220 (approx. per word bound = -4.262, relative change = 1.207e-04) 
## Topic 1: kill, turkish, clash, terrorist, ankara 
##  Topic 2: --, forc, defens, kill, turkish 
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## Completing Iteration 225 (approx. per word bound = -4.260, relative change = 1.108e-04) 
## Topic 1: kill, turkish, clash, ankara, terrorist 
##  Topic 2: --, forc, kill, defens, turkish 
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## Completing Iteration 230 (approx. per word bound = -4.258, relative change = 9.362e-05) 
## Topic 1: kill, turkish, clash, ankara, terrorist 
##  Topic 2: --, forc, kill, defens, turkish 
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## Completing Iteration 231 (approx. per word bound = -4.257, relative change = 9.092e-05) 
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## Completing Iteration 235 (approx. per word bound = -4.256, relative change = 8.778e-05) 
## Topic 1: turkish, kill, clash, ankara, terrorist 
##  Topic 2: --, forc, kill, defens, turkish 
##  Topic 3: r, kill, rebel, turkey, kurdish 
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## Completing Iteration 236 (approx. per word bound = -4.255, relative change = 9.017e-05) 
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## Completing Iteration 240 (approx. per word bound = -4.254, relative change = 1.165e-04) 
## Topic 1: turkish, kill, clash, ankara, terrorist 
##  Topic 2: --, forc, kill, defens, turkish 
##  Topic 3: r, kill, rebel, turkey, kurdish 
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## Completing Iteration 241 (approx. per word bound = -4.253, relative change = 1.237e-04) 
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## Completing Iteration 245 (approx. per word bound = -4.251, relative change = 1.251e-04) 
## Topic 1: turkish, kill, clash, ankara, terrorist 
##  Topic 2: --, forc, kill, defens, turkish 
##  Topic 3: r, kill, rebel, turkey, kurdish 
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## Completing Iteration 246 (approx. per word bound = -4.250, relative change = 1.233e-04) 
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## Completing Iteration 250 (approx. per word bound = -4.248, relative change = 1.287e-04) 
## Topic 1: turkish, kill, clash, ankara, terrorist 
##  Topic 2: --, forc, kill, defens, turkish 
##  Topic 3: r, kill, rebel, turkey, kurdish 
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## Completing Iteration 251 (approx. per word bound = -4.248, relative change = 1.318e-04) 
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## Completing Iteration 252 (approx. per word bound = -4.247, relative change = 1.349e-04) 
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## Completing Iteration 253 (approx. per word bound = -4.246, relative change = 1.376e-04) 
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## Completing Iteration 254 (approx. per word bound = -4.246, relative change = 1.398e-04) 
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## Completing Iteration 255 (approx. per word bound = -4.245, relative change = 1.411e-04) 
## Topic 1: turkish, kill, clash, ankara, terrorist 
##  Topic 2: --, forc, kill, defens, turkish 
##  Topic 3: r, kill, rebel, turkey, kurdish 
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## Completing Iteration 256 (approx. per word bound = -4.245, relative change = 1.418e-04) 
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## Completing Iteration 257 (approx. per word bound = -4.244, relative change = 1.414e-04) 
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## Completing Iteration 258 (approx. per word bound = -4.243, relative change = 1.402e-04) 
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## Completing Iteration 259 (approx. per word bound = -4.243, relative change = 1.380e-04) 
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## Completing Iteration 260 (approx. per word bound = -4.242, relative change = 1.352e-04) 
## Topic 1: turkish, kill, clash, ankara, terrorist 
##  Topic 2: --, forc, kill, defens, turkish 
##  Topic 3: kill, r, rebel, turkey, kurdish 
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## Completing Iteration 261 (approx. per word bound = -4.242, relative change = 1.323e-04) 
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## Completing Iteration 262 (approx. per word bound = -4.241, relative change = 1.296e-04) 
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## Completing Iteration 264 (approx. per word bound = -4.240, relative change = 1.237e-04) 
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## Completing Iteration 265 (approx. per word bound = -4.240, relative change = 1.169e-04) 
## Topic 1: turkish, kill, clash, ankara, terrorist 
##  Topic 2: --, forc, kill, defens, turkish 
##  Topic 3: kill, r, rebel, turkey, kurdish 
## ....................................................................................................
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## Completing Iteration 266 (approx. per word bound = -4.239, relative change = 1.069e-04) 
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## Completing Iteration 267 (approx. per word bound = -4.239, relative change = 9.638e-05) 
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## Completing Iteration 268 (approx. per word bound = -4.238, relative change = 8.653e-05) 
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## Completing Iteration 269 (approx. per word bound = -4.238, relative change = 7.695e-05) 
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## Completing Iteration 270 (approx. per word bound = -4.238, relative change = 6.874e-05) 
## Topic 1: turkish, kill, clash, ankara, terrorist 
##  Topic 2: --, forc, kill, defens, turkish 
##  Topic 3: kill, r, rebel, turkey, kurdish 
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## Completing Iteration 271 (approx. per word bound = -4.238, relative change = 6.295e-05) 
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## Completing Iteration 272 (approx. per word bound = -4.237, relative change = 5.917e-05) 
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## Completing Iteration 273 (approx. per word bound = -4.237, relative change = 5.694e-05) 
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## Completing Iteration 274 (approx. per word bound = -4.237, relative change = 5.592e-05) 
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## Completing Iteration 275 (approx. per word bound = -4.237, relative change = 5.601e-05) 
## Topic 1: turkish, kill, clash, ankara, terrorist 
##  Topic 2: --, forc, kill, defens, turkish 
##  Topic 3: kill, r, rebel, turkey, kurdish 
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## Completing Iteration 276 (approx. per word bound = -4.236, relative change = 5.670e-05) 
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## Completing Iteration 277 (approx. per word bound = -4.236, relative change = 5.822e-05) 
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## Completing Iteration 278 (approx. per word bound = -4.236, relative change = 5.917e-05) 
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## Completing Iteration 279 (approx. per word bound = -4.236, relative change = 6.034e-05) 
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## Completing Iteration 280 (approx. per word bound = -4.235, relative change = 6.306e-05) 
## Topic 1: turkish, kill, clash, ankara, terrorist 
##  Topic 2: --, forc, kill, defens, turkish 
##  Topic 3: kill, r, rebel, turkey, kurdish 
## ....................................................................................................
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## Completing Iteration 281 (approx. per word bound = -4.235, relative change = 7.005e-05) 
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## Completing Iteration 282 (approx. per word bound = -4.235, relative change = 8.043e-05) 
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## Completing Iteration 283 (approx. per word bound = -4.234, relative change = 8.649e-05) 
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## Completing Iteration 284 (approx. per word bound = -4.234, relative change = 8.247e-05) 
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## Completing Iteration 285 (approx. per word bound = -4.234, relative change = 7.339e-05) 
## Topic 1: turkish, kill, ankara, clash, terrorist 
##  Topic 2: --, forc, kill, defens, turkish 
##  Topic 3: kill, r, rebel, turkey, kurdish 
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## Completing Iteration 286 (approx. per word bound = -4.233, relative change = 6.676e-05) 
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## Completing Iteration 287 (approx. per word bound = -4.233, relative change = 6.275e-05) 
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## Completing Iteration 288 (approx. per word bound = -4.233, relative change = 6.055e-05) 
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## Completing Iteration 289 (approx. per word bound = -4.233, relative change = 5.947e-05) 
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## Completing Iteration 290 (approx. per word bound = -4.232, relative change = 5.909e-05) 
## Topic 1: turkish, kill, ankara, clash, terrorist 
##  Topic 2: --, forc, kill, defens, turkish 
##  Topic 3: kill, r, rebel, turkey, kurdish 
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## Completing Iteration 291 (approx. per word bound = -4.232, relative change = 5.914e-05) 
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## Completing Iteration 292 (approx. per word bound = -4.232, relative change = 5.879e-05) 
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## Completing Iteration 293 (approx. per word bound = -4.232, relative change = 5.826e-05) 
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## Completing Iteration 294 (approx. per word bound = -4.231, relative change = 5.752e-05) 
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## Completing Iteration 295 (approx. per word bound = -4.231, relative change = 5.690e-05) 
## Topic 1: turkish, kill, ankara, clash, terrorist 
##  Topic 2: --, forc, kill, defens, turkish 
##  Topic 3: kill, r, rebel, turkey, kurdish 
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## Completing Iteration 296 (approx. per word bound = -4.231, relative change = 5.618e-05) 
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## Completing Iteration 297 (approx. per word bound = -4.231, relative change = 5.605e-05) 
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## Completing Iteration 298 (approx. per word bound = -4.230, relative change = 5.627e-05) 
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## Completing Iteration 299 (approx. per word bound = -4.230, relative change = 5.709e-05) 
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## Completing Iteration 300 (approx. per word bound = -4.230, relative change = 5.895e-05) 
## Topic 1: turkish, kill, ankara, clash, terrorist 
##  Topic 2: --, forc, kill, defens, turkish 
##  Topic 3: kill, r, rebel, turkey, kurdish 
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## Completing Iteration 301 (approx. per word bound = -4.230, relative change = 6.241e-05) 
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## Completing Iteration 302 (approx. per word bound = -4.229, relative change = 6.909e-05) 
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## Completing Iteration 303 (approx. per word bound = -4.229, relative change = 8.076e-05) 
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## Completing Iteration 304 (approx. per word bound = -4.229, relative change = 1.014e-04) 
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## Completing Iteration 305 (approx. per word bound = -4.228, relative change = 1.364e-04) 
## Topic 1: turkish, kill, ankara, clash, terrorist 
##  Topic 2: --, forc, kill, defens, turkish 
##  Topic 3: kill, r, rebel, turkey, kurdish 
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## Completed M-Step. 
## Completing Iteration 306 (approx. per word bound = -4.227, relative change = 1.876e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 307 (approx. per word bound = -4.226, relative change = 2.432e-04) 
## ....................................................................................................
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## Completing Iteration 308 (approx. per word bound = -4.225, relative change = 2.741e-04) 
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## Completing Iteration 309 (approx. per word bound = -4.224, relative change = 2.640e-04) 
## ....................................................................................................
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## Completing Iteration 310 (approx. per word bound = -4.223, relative change = 2.288e-04) 
## Topic 1: turkish, kill, ankara, clash, terrorist 
##  Topic 2: --, forc, kill, defens, turkish 
##  Topic 3: kill, r, rebel, turkey, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 311 (approx. per word bound = -4.222, relative change = 1.850e-04) 
## ....................................................................................................
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## Completing Iteration 312 (approx. per word bound = -4.222, relative change = 1.446e-04) 
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## Completing Iteration 313 (approx. per word bound = -4.221, relative change = 1.259e-04) 
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## Completing Iteration 314 (approx. per word bound = -4.221, relative change = 1.143e-04) 
## ....................................................................................................
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## Completing Iteration 315 (approx. per word bound = -4.220, relative change = 1.005e-04) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: --, forc, kill, defens, turkish 
##  Topic 3: kill, r, rebel, turkey, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 316 (approx. per word bound = -4.220, relative change = 8.852e-05) 
## ....................................................................................................
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## Completing Iteration 317 (approx. per word bound = -4.219, relative change = 8.259e-05) 
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## Completing Iteration 318 (approx. per word bound = -4.219, relative change = 8.095e-05) 
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## Completing Iteration 319 (approx. per word bound = -4.219, relative change = 8.250e-05) 
## ....................................................................................................
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## Completing Iteration 320 (approx. per word bound = -4.218, relative change = 8.477e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: --, forc, kill, defens, turkish 
##  Topic 3: kill, r, rebel, turkey, kurdish 
## ....................................................................................................
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## Completing Iteration 321 (approx. per word bound = -4.218, relative change = 8.788e-05) 
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## Completing Iteration 322 (approx. per word bound = -4.218, relative change = 9.127e-05) 
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## Completing Iteration 323 (approx. per word bound = -4.217, relative change = 9.456e-05) 
## ....................................................................................................
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## Completing Iteration 324 (approx. per word bound = -4.217, relative change = 9.357e-05) 
## ....................................................................................................
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## Completing Iteration 325 (approx. per word bound = -4.216, relative change = 9.060e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: --, forc, kill, defens, turkish 
##  Topic 3: kill, r, rebel, turkey, kurdish 
## ....................................................................................................
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## Completing Iteration 326 (approx. per word bound = -4.216, relative change = 8.734e-05) 
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## Completing Iteration 327 (approx. per word bound = -4.216, relative change = 8.648e-05) 
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## Completing Iteration 328 (approx. per word bound = -4.215, relative change = 8.345e-05) 
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## Completing Iteration 329 (approx. per word bound = -4.215, relative change = 7.666e-05) 
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## Completing Iteration 330 (approx. per word bound = -4.215, relative change = 6.740e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: --, forc, defens, kill, turkish 
##  Topic 3: kill, r, rebel, turkey, kurdish 
## ....................................................................................................
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## Completing Iteration 331 (approx. per word bound = -4.214, relative change = 6.060e-05) 
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## Completing Iteration 332 (approx. per word bound = -4.214, relative change = 5.675e-05) 
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## Completing Iteration 333 (approx. per word bound = -4.214, relative change = 5.408e-05) 
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## Completing Iteration 334 (approx. per word bound = -4.214, relative change = 5.348e-05) 
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## Completing Iteration 335 (approx. per word bound = -4.214, relative change = 5.307e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: --, forc, defens, kill, turkish 
##  Topic 3: kill, r, rebel, turkey, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 336 (approx. per word bound = -4.213, relative change = 5.252e-05) 
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## Completing Iteration 337 (approx. per word bound = -4.213, relative change = 5.133e-05) 
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## Completing Iteration 338 (approx. per word bound = -4.213, relative change = 5.000e-05) 
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## Completing Iteration 339 (approx. per word bound = -4.213, relative change = 4.739e-05) 
## ....................................................................................................
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## Completing Iteration 340 (approx. per word bound = -4.213, relative change = 4.483e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: --, forc, defens, kill, turkish 
##  Topic 3: kill, r, rebel, turkey, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 341 (approx. per word bound = -4.212, relative change = 4.145e-05) 
## ....................................................................................................
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## Completing Iteration 342 (approx. per word bound = -4.212, relative change = 3.819e-05) 
## ....................................................................................................
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## Completing Iteration 343 (approx. per word bound = -4.212, relative change = 3.546e-05) 
## ....................................................................................................
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## Completing Iteration 344 (approx. per word bound = -4.212, relative change = 3.501e-05) 
## ....................................................................................................
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## Completing Iteration 345 (approx. per word bound = -4.212, relative change = 3.618e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: --, forc, defens, kill, turkish 
##  Topic 3: kill, r, rebel, turkey, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 346 (approx. per word bound = -4.212, relative change = 2.966e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 347 (approx. per word bound = -4.212, relative change = 2.479e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 348 (approx. per word bound = -4.211, relative change = 2.342e-05) 
## ....................................................................................................
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## Completing Iteration 349 (approx. per word bound = -4.211, relative change = 2.172e-05) 
## ....................................................................................................
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## Completing Iteration 350 (approx. per word bound = -4.211, relative change = 1.908e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: --, forc, defens, kill, turkish 
##  Topic 3: kill, r, rebel, turkey, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 351 (approx. per word bound = -4.211, relative change = 1.703e-05) 
## ....................................................................................................
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## Completing Iteration 352 (approx. per word bound = -4.211, relative change = 1.918e-05) 
## ....................................................................................................
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## Completing Iteration 353 (approx. per word bound = -4.211, relative change = 1.504e-05) 
## ....................................................................................................
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## Completing Iteration 354 (approx. per word bound = -4.211, relative change = 1.122e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 355 (approx. per word bound = -4.211, relative change = 1.087e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: --, forc, defens, kill, turkish 
##  Topic 3: kill, r, rebel, turkey, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 356 (approx. per word bound = -4.211, relative change = 1.367e-05) 
## ....................................................................................................
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## Completing Iteration 357 (approx. per word bound = -4.211, relative change = 1.624e-05) 
## ....................................................................................................
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## Completing Iteration 358 (approx. per word bound = -4.211, relative change = 1.885e-05) 
## ....................................................................................................
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## Completing Iteration 359 (approx. per word bound = -4.211, relative change = 2.909e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 360 (approx. per word bound = -4.210, relative change = 3.928e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: --, forc, defens, kill, turkish 
##  Topic 3: kill, r, rebel, turkey, kurdish 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 361 (approx. per word bound = -4.210, relative change = 3.850e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 362 (approx. per word bound = -4.210, relative change = 2.716e-05) 
## ....................................................................................................
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## Completing Iteration 363 (approx. per word bound = -4.210, relative change = 1.919e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 364 (approx. per word bound = -4.210, relative change = 1.702e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 365 (approx. per word bound = -4.210, relative change = 1.762e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: --, forc, defens, turkish, kill 
##  Topic 3: kill, r, rebel, turkey, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 366 (approx. per word bound = -4.210, relative change = 1.881e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 367 (approx. per word bound = -4.210, relative change = 2.145e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 368 (approx. per word bound = -4.210, relative change = 2.592e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 369 (approx. per word bound = -4.210, relative change = 3.243e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 370 (approx. per word bound = -4.209, relative change = 4.138e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: --, forc, defens, turkish, kill 
##  Topic 3: kill, r, rebel, turkey, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 371 (approx. per word bound = -4.209, relative change = 5.348e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 372 (approx. per word bound = -4.209, relative change = 7.436e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 373 (approx. per word bound = -4.208, relative change = 1.115e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 374 (approx. per word bound = -4.208, relative change = 1.728e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 375 (approx. per word bound = -4.207, relative change = 2.610e-04) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: --, forc, defens, turkish, kill 
##  Topic 3: kill, r, rebel, turkey, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 376 (approx. per word bound = -4.205, relative change = 3.451e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 377 (approx. per word bound = -4.204, relative change = 3.678e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 378 (approx. per word bound = -4.202, relative change = 3.043e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 379 (approx. per word bound = -4.201, relative change = 1.973e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 380 (approx. per word bound = -4.201, relative change = 1.168e-04) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: --, forc, defens, turkish, kill 
##  Topic 3: kill, r, rebel, turkey, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 381 (approx. per word bound = -4.201, relative change = 7.378e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 382 (approx. per word bound = -4.200, relative change = 5.293e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 383 (approx. per word bound = -4.200, relative change = 4.274e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 384 (approx. per word bound = -4.200, relative change = 3.642e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 385 (approx. per word bound = -4.200, relative change = 3.121e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: --, forc, defens, turkish, kill 
##  Topic 3: kill, r, rebel, turkey, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 386 (approx. per word bound = -4.200, relative change = 2.725e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 387 (approx. per word bound = -4.200, relative change = 2.551e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 388 (approx. per word bound = -4.200, relative change = 2.560e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 389 (approx. per word bound = -4.199, relative change = 2.738e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 390 (approx. per word bound = -4.199, relative change = 2.739e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: --, forc, defens, turkish, kill 
##  Topic 3: kill, r, rebel, turkey, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 391 (approx. per word bound = -4.199, relative change = 2.090e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 392 (approx. per word bound = -4.199, relative change = 1.427e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 393 (approx. per word bound = -4.199, relative change = 1.133e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 394 (approx. per word bound = -4.199, relative change = 1.055e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 395 (approx. per word bound = -4.199, relative change = 1.066e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: --, forc, defens, turkish, kill 
##  Topic 3: kill, r, rebel, turkey, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 396 (approx. per word bound = -4.199, relative change = 1.051e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 397 (approx. per word bound = -4.199, relative change = 1.036e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ....
##   Recovering initialization...
##      ..................
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.934) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.710, relative change = 4.536e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.639, relative change = 1.516e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.609, relative change = 6.392e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.593, relative change = 3.399e-03) 
## Topic 1: r, --, terrorist, people’, pkk 
##  Topic 2: rebel, ankara, defens, troop, forc 
##  Topic 3: kill, turkish, kurdish, kurd, -- 
##  Topic 4: turkey, secur, attack, milit, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.584, relative change = 2.113e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.577, relative change = 1.473e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.572, relative change = 1.122e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.567, relative change = 9.280e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.564, relative change = 8.401e-04) 
## Topic 1: r, --, terrorist, people’, pkk 
##  Topic 2: rebel, ankara, defens, troop, forc 
##  Topic 3: kill, turkish, kurdish, --, kurd 
##  Topic 4: turkey, secur, attack, milit, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.560, relative change = 8.098e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.556, relative change = 7.911e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.553, relative change = 7.658e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.549, relative change = 7.253e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.547, relative change = 6.567e-04) 
## Topic 1: r, --, terrorist, people’, pkk 
##  Topic 2: rebel, ankara, defens, forc, troop 
##  Topic 3: kill, turkish, kurdish, --, clash 
##  Topic 4: turkey, secur, attack, milit, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.544, relative change = 5.687e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -4.542, relative change = 5.011e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -4.540, relative change = 4.709e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -4.537, relative change = 4.678e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.535, relative change = 4.919e-04) 
## Topic 1: r, --, terrorist, people’, pkk 
##  Topic 2: rebel, ankara, forc, defens, troop 
##  Topic 3: kill, turkish, kurdish, --, clash 
##  Topic 4: turkey, secur, attack, milit, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.533, relative change = 5.403e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
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## Completing Iteration 22 (approx. per word bound = -4.530, relative change = 5.949e-04) 
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## Completing Iteration 23 (approx. per word bound = -4.527, relative change = 6.453e-04) 
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## Completing Iteration 24 (approx. per word bound = -4.524, relative change = 7.082e-04) 
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## Completing Iteration 25 (approx. per word bound = -4.520, relative change = 7.999e-04) 
## Topic 1: r, --, terrorist, people’, pkk 
##  Topic 2: rebel, ankara, forc, troop, defens 
##  Topic 3: kill, turkish, kurdish, --, clash 
##  Topic 4: turkey, secur, attack, milit, four 
## ....................................................................................................
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## Completing Iteration 26 (approx. per word bound = -4.516, relative change = 9.122e-04) 
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## Completing Iteration 27 (approx. per word bound = -4.512, relative change = 1.012e-03) 
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## Completing Iteration 28 (approx. per word bound = -4.507, relative change = 1.070e-03) 
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## Completing Iteration 29 (approx. per word bound = -4.502, relative change = 1.092e-03) 
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## Completing Iteration 30 (approx. per word bound = -4.497, relative change = 1.098e-03) 
## Topic 1: r, --, terrorist, defens, people’ 
##  Topic 2: rebel, ankara, forc, troop, anatolia 
##  Topic 3: kill, turkish, kurdish, --, clash 
##  Topic 4: turkey, secur, attack, milit, four 
## ....................................................................................................
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## Completing Iteration 31 (approx. per word bound = -4.492, relative change = 1.112e-03) 
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## Completing Iteration 32 (approx. per word bound = -4.487, relative change = 1.182e-03) 
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## Completing Iteration 33 (approx. per word bound = -4.480, relative change = 1.363e-03) 
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## Completing Iteration 34 (approx. per word bound = -4.473, relative change = 1.635e-03) 
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## Completing Iteration 35 (approx. per word bound = -4.465, relative change = 1.890e-03) 
## Topic 1: r, --, defens, forc, people’ 
##  Topic 2: rebel, ankara, troop, forc, turkish 
##  Topic 3: kill, turkish, kurdish, --, clash 
##  Topic 4: turkey, secur, attack, milit, european 
## ....................................................................................................
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## Completing Iteration 36 (approx. per word bound = -4.455, relative change = 2.056e-03) 
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## Completing Iteration 37 (approx. per word bound = -4.446, relative change = 2.132e-03) 
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## Completing Iteration 38 (approx. per word bound = -4.436, relative change = 2.150e-03) 
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## Completing Iteration 39 (approx. per word bound = -4.427, relative change = 2.160e-03) 
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## Completing Iteration 40 (approx. per word bound = -4.417, relative change = 2.193e-03) 
## Topic 1: --, forc, r, defens, people’ 
##  Topic 2: rebel, ankara, r, terrorist, troop 
##  Topic 3: kill, turkish, kurdish, clash, -- 
##  Topic 4: turkey, attack, secur, milit, r 
## ....................................................................................................
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## Completing Iteration 41 (approx. per word bound = -4.407, relative change = 2.258e-03) 
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## Completing Iteration 42 (approx. per word bound = -4.397, relative change = 2.349e-03) 
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## Completing Iteration 43 (approx. per word bound = -4.386, relative change = 2.411e-03) 
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## Completing Iteration 44 (approx. per word bound = -4.376, relative change = 2.374e-03) 
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## Completing Iteration 45 (approx. per word bound = -4.366, relative change = 2.236e-03) 
## Topic 1: --, forc, defens, people’, pkk 
##  Topic 2: rebel, r, ankara, terrorist, troop 
##  Topic 3: kill, turkish, kurdish, clash, kurd 
##  Topic 4: turkey, attack, r, european, milit 
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## Completing Iteration 46 (approx. per word bound = -4.357, relative change = 2.044e-03) 
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## Completing Iteration 47 (approx. per word bound = -4.349, relative change = 1.822e-03) 
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## Completing Iteration 48 (approx. per word bound = -4.342, relative change = 1.601e-03) 
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## Completing Iteration 49 (approx. per word bound = -4.336, relative change = 1.415e-03) 
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## Completing Iteration 50 (approx. per word bound = -4.331, relative change = 1.277e-03) 
## Topic 1: --, forc, defens, people’, iraq 
##  Topic 2: rebel, r, ankara, terrorist, troop 
##  Topic 3: kill, turkish, kurdish, clash, kurd 
##  Topic 4: turkey, attack, european, three, four 
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## Completing Iteration 51 (approx. per word bound = -4.326, relative change = 1.152e-03) 
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## Completing Iteration 52 (approx. per word bound = -4.321, relative change = 1.107e-03) 
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## Completing Iteration 53 (approx. per word bound = -4.316, relative change = 1.085e-03) 
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## Completing Iteration 54 (approx. per word bound = -4.312, relative change = 1.011e-03) 
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## Completing Iteration 55 (approx. per word bound = -4.307, relative change = 1.043e-03) 
## Topic 1: --, forc, defens, people’, iraq 
##  Topic 2: rebel, r, ankara, terrorist, troop 
##  Topic 3: kill, turkish, kurdish, clash, soldier 
##  Topic 4: turkey, attack, three, pkk, european 
## ....................................................................................................
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## Completing Iteration 56 (approx. per word bound = -4.303, relative change = 1.011e-03) 
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## Completing Iteration 57 (approx. per word bound = -4.299, relative change = 9.692e-04) 
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## Completing Iteration 58 (approx. per word bound = -4.295, relative change = 9.468e-04) 
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## Completing Iteration 59 (approx. per word bound = -4.290, relative change = 9.583e-04) 
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## Completing Iteration 60 (approx. per word bound = -4.286, relative change = 1.004e-03) 
## Topic 1: --, forc, defens, people’, iraq 
##  Topic 2: rebel, r, ankara, terrorist, troop 
##  Topic 3: kill, turkish, kurdish, clash, soldier 
##  Topic 4: turkey, attack, three, pkk, european 
## ....................................................................................................
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## Completing Iteration 61 (approx. per word bound = -4.282, relative change = 9.621e-04) 
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## Completing Iteration 62 (approx. per word bound = -4.278, relative change = 8.910e-04) 
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## Completing Iteration 63 (approx. per word bound = -4.274, relative change = 8.731e-04) 
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## Completing Iteration 64 (approx. per word bound = -4.271, relative change = 8.841e-04) 
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## Completing Iteration 65 (approx. per word bound = -4.267, relative change = 8.244e-04) 
## Topic 1: --, forc, defens, people’, iraq 
##  Topic 2: rebel, r, ankara, terrorist, troop 
##  Topic 3: kill, turkish, kurdish, clash, soldier 
##  Topic 4: turkey, attack, three, pkk, european 
## ....................................................................................................
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## Completing Iteration 66 (approx. per word bound = -4.264, relative change = 7.651e-04) 
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## Completing Iteration 67 (approx. per word bound = -4.261, relative change = 7.028e-04) 
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## Completing Iteration 68 (approx. per word bound = -4.258, relative change = 7.681e-04) 
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## Completing Iteration 69 (approx. per word bound = -4.254, relative change = 8.761e-04) 
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## Completing Iteration 70 (approx. per word bound = -4.250, relative change = 9.374e-04) 
## Topic 1: --, forc, defens, people’, iraq 
##  Topic 2: r, rebel, ankara, terrorist, troop 
##  Topic 3: kill, turkish, kurdish, clash, soldier 
##  Topic 4: turkey, attack, three, pkk, european 
## ....................................................................................................
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## Completing Iteration 71 (approx. per word bound = -4.246, relative change = 9.935e-04) 
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## Completing Iteration 72 (approx. per word bound = -4.242, relative change = 8.591e-04) 
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## Completing Iteration 73 (approx. per word bound = -4.239, relative change = 8.212e-04) 
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## Completing Iteration 74 (approx. per word bound = -4.235, relative change = 9.268e-04) 
## ....................................................................................................
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## Completing Iteration 75 (approx. per word bound = -4.231, relative change = 9.199e-04) 
## Topic 1: --, forc, defens, people’, iraq 
##  Topic 2: r, rebel, ankara, terrorist, kurd 
##  Topic 3: kill, turkish, kurdish, clash, soldier 
##  Topic 4: turkey, --, attack, pkk, three 
## ....................................................................................................
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## Completing Iteration 76 (approx. per word bound = -4.227, relative change = 7.758e-04) 
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## Completing Iteration 77 (approx. per word bound = -4.224, relative change = 7.685e-04) 
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## Completing Iteration 78 (approx. per word bound = -4.221, relative change = 7.701e-04) 
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## Completing Iteration 79 (approx. per word bound = -4.219, relative change = 5.471e-04) 
## ....................................................................................................
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## Completing Iteration 80 (approx. per word bound = -4.217, relative change = 4.860e-04) 
## Topic 1: --, forc, defens, people’, iraq 
##  Topic 2: r, rebel, ankara, terrorist, kurd 
##  Topic 3: kill, turkish, kurdish, clash, soldier 
##  Topic 4: turkey, --, attack, pkk, three 
## ....................................................................................................
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## Completing Iteration 81 (approx. per word bound = -4.215, relative change = 4.498e-04) 
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## Completing Iteration 82 (approx. per word bound = -4.213, relative change = 4.186e-04) 
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## Completing Iteration 83 (approx. per word bound = -4.211, relative change = 3.993e-04) 
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## Completing Iteration 84 (approx. per word bound = -4.210, relative change = 3.903e-04) 
## ....................................................................................................
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## Completing Iteration 85 (approx. per word bound = -4.208, relative change = 3.920e-04) 
## Topic 1: --, forc, defens, people’, iraq 
##  Topic 2: r, ankara, rebel, kurd, terrorist 
##  Topic 3: kill, turkish, kurdish, clash, soldier 
##  Topic 4: turkey, --, attack, pkk, milit 
## ....................................................................................................
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## Completing Iteration 86 (approx. per word bound = -4.206, relative change = 3.910e-04) 
## ....................................................................................................
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## Completing Iteration 87 (approx. per word bound = -4.205, relative change = 3.649e-04) 
## ....................................................................................................
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## Completing Iteration 88 (approx. per word bound = -4.203, relative change = 3.207e-04) 
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## Completing Iteration 89 (approx. per word bound = -4.202, relative change = 2.805e-04) 
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## Completing Iteration 90 (approx. per word bound = -4.201, relative change = 2.521e-04) 
## Topic 1: --, forc, defens, people’, iraq 
##  Topic 2: r, ankara, rebel, kurd, terrorist 
##  Topic 3: kill, turkish, kurdish, rebel, soldier 
##  Topic 4: turkey, --, attack, pkk, milit 
## ....................................................................................................
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## Completing Iteration 91 (approx. per word bound = -4.200, relative change = 2.374e-04) 
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## Completing Iteration 92 (approx. per word bound = -4.199, relative change = 2.368e-04) 
## ....................................................................................................
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## Completing Iteration 93 (approx. per word bound = -4.198, relative change = 2.376e-04) 
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## Completing Iteration 94 (approx. per word bound = -4.197, relative change = 2.316e-04) 
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## Completing Iteration 95 (approx. per word bound = -4.196, relative change = 2.421e-04) 
## Topic 1: --, forc, defens, people’, iraq 
##  Topic 2: r, ankara, kurd, rebel, terrorist 
##  Topic 3: kill, turkish, kurdish, rebel, soldier 
##  Topic 4: turkey, --, attack, pkk, milit 
## ....................................................................................................
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## Completing Iteration 96 (approx. per word bound = -4.195, relative change = 2.755e-04) 
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## Completing Iteration 97 (approx. per word bound = -4.194, relative change = 3.302e-04) 
## ....................................................................................................
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## Completing Iteration 98 (approx. per word bound = -4.192, relative change = 4.046e-04) 
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## Completing Iteration 99 (approx. per word bound = -4.190, relative change = 4.747e-04) 
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## Completing Iteration 100 (approx. per word bound = -4.188, relative change = 4.966e-04) 
## Topic 1: --, forc, defens, people’, iraq 
##  Topic 2: r, ankara, kurd, terrorist, rebel 
##  Topic 3: kill, turkish, kurdish, rebel, soldier 
##  Topic 4: turkey, --, attack, pkk, milit 
## ....................................................................................................
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## Completing Iteration 101 (approx. per word bound = -4.186, relative change = 4.776e-04) 
## ....................................................................................................
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## Completing Iteration 102 (approx. per word bound = -4.184, relative change = 4.305e-04) 
## ....................................................................................................
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## Completing Iteration 103 (approx. per word bound = -4.183, relative change = 3.751e-04) 
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## Completing Iteration 104 (approx. per word bound = -4.181, relative change = 3.344e-04) 
## ....................................................................................................
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## Completing Iteration 105 (approx. per word bound = -4.180, relative change = 3.022e-04) 
## Topic 1: --, forc, defens, people’, iraq 
##  Topic 2: r, ankara, turkey, kurd, terrorist 
##  Topic 3: kill, turkish, kurdish, rebel, soldier 
##  Topic 4: --, turkey, attack, pkk, milit 
## ....................................................................................................
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## Completing Iteration 106 (approx. per word bound = -4.179, relative change = 2.763e-04) 
## ....................................................................................................
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## Completing Iteration 107 (approx. per word bound = -4.178, relative change = 2.511e-04) 
## ....................................................................................................
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## Completing Iteration 108 (approx. per word bound = -4.177, relative change = 2.258e-04) 
## ....................................................................................................
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## Completing Iteration 109 (approx. per word bound = -4.176, relative change = 2.060e-04) 
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## Completing Iteration 110 (approx. per word bound = -4.175, relative change = 1.945e-04) 
## Topic 1: --, forc, defens, people’, iraq 
##  Topic 2: r, ankara, turkey, kurd, terrorist 
##  Topic 3: kill, turkish, kurdish, rebel, soldier 
##  Topic 4: --, turkey, attack, pkk, milit 
## ....................................................................................................
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## Completing Iteration 111 (approx. per word bound = -4.174, relative change = 1.913e-04) 
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## Completing Iteration 112 (approx. per word bound = -4.173, relative change = 1.930e-04) 
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## Completing Iteration 113 (approx. per word bound = -4.173, relative change = 1.878e-04) 
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## Completing Iteration 114 (approx. per word bound = -4.172, relative change = 1.637e-04) 
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## Completing Iteration 115 (approx. per word bound = -4.171, relative change = 1.465e-04) 
## Topic 1: --, forc, defens, people’, iraq 
##  Topic 2: r, ankara, turkey, kurd, terrorist 
##  Topic 3: kill, turkish, kurdish, rebel, soldier 
##  Topic 4: --, turkey, attack, pkk, milit 
## ....................................................................................................
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## Completing Iteration 116 (approx. per word bound = -4.171, relative change = 1.363e-04) 
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## Completing Iteration 117 (approx. per word bound = -4.170, relative change = 1.286e-04) 
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## Completing Iteration 118 (approx. per word bound = -4.170, relative change = 1.219e-04) 
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## Completing Iteration 119 (approx. per word bound = -4.169, relative change = 1.163e-04) 
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## Completing Iteration 120 (approx. per word bound = -4.169, relative change = 1.117e-04) 
## Topic 1: --, forc, defens, people’, iraq 
##  Topic 2: r, ankara, turkey, kurd, terrorist 
##  Topic 3: kill, turkish, kurdish, rebel, soldier 
##  Topic 4: --, turkey, attack, pkk, milit 
## ....................................................................................................
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## Completing Iteration 121 (approx. per word bound = -4.168, relative change = 1.077e-04) 
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## Completing Iteration 122 (approx. per word bound = -4.168, relative change = 1.056e-04) 
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## Completing Iteration 123 (approx. per word bound = -4.167, relative change = 1.083e-04) 
## ....................................................................................................
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## Completing Iteration 124 (approx. per word bound = -4.167, relative change = 1.177e-04) 
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## Completing Iteration 125 (approx. per word bound = -4.166, relative change = 1.362e-04) 
## Topic 1: --, forc, defens, people’, iraq 
##  Topic 2: r, ankara, turkey, kurd, terrorist 
##  Topic 3: kill, turkish, kurdish, rebel, soldier 
##  Topic 4: --, turkey, attack, pkk, milit 
## ....................................................................................................
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## Completing Iteration 126 (approx. per word bound = -4.166, relative change = 1.402e-04) 
## ....................................................................................................
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## Completing Iteration 127 (approx. per word bound = -4.165, relative change = 1.198e-04) 
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## Completing Iteration 128 (approx. per word bound = -4.165, relative change = 1.115e-04) 
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## Completing Iteration 129 (approx. per word bound = -4.164, relative change = 1.092e-04) 
## ....................................................................................................
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## Completing Iteration 130 (approx. per word bound = -4.164, relative change = 1.080e-04) 
## Topic 1: --, forc, defens, people’, iraq 
##  Topic 2: r, ankara, turkey, kurd, terrorist 
##  Topic 3: kill, turkish, kurdish, rebel, soldier 
##  Topic 4: --, turkey, attack, pkk, milit 
## ....................................................................................................
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## Topic 1: --, forc, defens, people’, iraq 
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##  Topic 3: kill, turkish, kurdish, rebel, soldier 
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## Topic 1: --, forc, defens, people’, iraq 
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## Topic 1: --, forc, defens, people’, iraq 
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## Topic 1: --, forc, defens, people’, iraq 
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## Topic 1: --, forc, defens, people’, iraq 
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## Topic 1: --, forc, defens, people’, iraq 
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## Topic 1: --, forc, defens, people’, iraq 
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## Topic 1: --, forc, defens, people’, iraq 
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##  Topic 3: kill, turkish, rebel, kurdish, clash 
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## Completing Iteration 175 (approx. per word bound = -4.148, relative change = 1.146e-04) 
## Topic 1: --, forc, defens, people’, iraq 
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##  Topic 3: kill, turkish, rebel, kurdish, clash 
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## Topic 1: --, forc, defens, people’, iraq 
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##  Topic 3: kill, turkish, rebel, kurdish, clash 
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## Completing Iteration 185 (approx. per word bound = -4.146, relative change = 4.187e-05) 
## Topic 1: --, forc, defens, people’, iraq 
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##  Topic 3: kill, turkish, rebel, kurdish, clash 
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## Completing Iteration 190 (approx. per word bound = -4.145, relative change = 3.967e-05) 
## Topic 1: --, forc, defens, people’, iraq 
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##  Topic 3: kill, turkish, rebel, kurdish, clash 
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## Completing Iteration 195 (approx. per word bound = -4.144, relative change = 2.792e-05) 
## Topic 1: --, forc, defens, people’, iraq 
##  Topic 2: r, turkey, ankara, kurd, terrorist 
##  Topic 3: kill, turkish, rebel, kurdish, clash 
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## Completing Iteration 200 (approx. per word bound = -4.144, relative change = 3.662e-05) 
## Topic 1: --, forc, defens, people’, iraq 
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##  Topic 3: kill, turkish, rebel, kurdish, clash 
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## Completing Iteration 205 (approx. per word bound = -4.143, relative change = 3.641e-05) 
## Topic 1: --, forc, defens, people’, iraq 
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##  Topic 3: kill, turkish, rebel, kurdish, clash 
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## Completing Iteration 210 (approx. per word bound = -4.142, relative change = 2.732e-05) 
## Topic 1: --, forc, defens, people’, iraq 
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##  Topic 3: kill, turkish, rebel, kurdish, clash 
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## Completing Iteration 215 (approx. per word bound = -4.142, relative change = 2.116e-05) 
## Topic 1: --, forc, defens, people’, iraq 
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##  Topic 3: kill, turkish, rebel, kurdish, clash 
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## Completing Iteration 220 (approx. per word bound = -4.141, relative change = 2.730e-05) 
## Topic 1: --, forc, defens, people’, iraq 
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##  Topic 3: kill, turkish, rebel, kurdish, clash 
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## Completing Iteration 225 (approx. per word bound = -4.141, relative change = 1.884e-05) 
## Topic 1: --, forc, defens, people’, iraq 
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## Completing Iteration 230 (approx. per word bound = -4.140, relative change = 8.761e-05) 
## Topic 1: --, forc, defens, people’, iraq 
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## Completing Iteration 235 (approx. per word bound = -4.139, relative change = 1.691e-05) 
## Topic 1: --, forc, defens, people’, iraq 
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## Completed M-Step. 
## Completing Iteration 240 (approx. per word bound = -4.139, relative change = 1.459e-05) 
## Topic 1: --, forc, defens, people’, iraq 
##  Topic 2: r, turkey, ankara, kurd, terrorist 
##  Topic 3: kill, turkish, rebel, kurdish, clash 
##  Topic 4: --, turkey, pkk, attack, soldier 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 241 (approx. per word bound = -4.139, relative change = 1.520e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 242 (approx. per word bound = -4.139, relative change = 1.694e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 243 (approx. per word bound = -4.139, relative change = 2.101e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 244 (approx. per word bound = -4.138, relative change = 2.596e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 245 (approx. per word bound = -4.138, relative change = 2.421e-05) 
## Topic 1: --, forc, defens, people’, iraq 
##  Topic 2: r, turkey, ankara, kurd, terrorist 
##  Topic 3: kill, turkish, rebel, kurdish, clash 
##  Topic 4: --, turkey, pkk, attack, soldier 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 246 (approx. per word bound = -4.138, relative change = 1.825e-05) 
## ....................................................................................................
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## Completing Iteration 247 (approx. per word bound = -4.138, relative change = 1.542e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 248 (approx. per word bound = -4.138, relative change = 1.463e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 249 (approx. per word bound = -4.138, relative change = 1.426e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 250 (approx. per word bound = -4.138, relative change = 1.361e-05) 
## Topic 1: --, forc, defens, people’, iraq 
##  Topic 2: r, turkey, ankara, kurd, terrorist 
##  Topic 3: kill, turkish, rebel, kurdish, clash 
##  Topic 4: --, turkey, pkk, attack, soldier 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 251 (approx. per word bound = -4.138, relative change = 1.290e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 252 (approx. per word bound = -4.138, relative change = 1.260e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 253 (approx. per word bound = -4.138, relative change = 1.264e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 254 (approx. per word bound = -4.138, relative change = 1.276e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 255 (approx. per word bound = -4.138, relative change = 1.307e-05) 
## Topic 1: --, forc, defens, people’, iraq 
##  Topic 2: r, turkey, ankara, kurd, terrorist 
##  Topic 3: kill, turkish, rebel, kurdish, clash 
##  Topic 4: --, turkey, pkk, attack, milit 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 256 (approx. per word bound = -4.138, relative change = 1.378e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 257 (approx. per word bound = -4.138, relative change = 1.506e-05) 
## ....................................................................................................
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## Completing Iteration 258 (approx. per word bound = -4.138, relative change = 1.636e-05) 
## ....................................................................................................
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## Completing Iteration 259 (approx. per word bound = -4.138, relative change = 1.836e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 260 (approx. per word bound = -4.137, relative change = 2.600e-05) 
## Topic 1: --, forc, defens, people’, iraq 
##  Topic 2: r, turkey, ankara, kurd, terrorist 
##  Topic 3: kill, turkish, rebel, kurdish, clash 
##  Topic 4: --, turkey, pkk, attack, milit 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 261 (approx. per word bound = -4.137, relative change = 4.596e-05) 
## ....................................................................................................
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## Completing Iteration 262 (approx. per word bound = -4.137, relative change = 7.042e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 263 (approx. per word bound = -4.137, relative change = 6.937e-05) 
## ....................................................................................................
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## Completing Iteration 264 (approx. per word bound = -4.136, relative change = 4.785e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 265 (approx. per word bound = -4.136, relative change = 3.529e-05) 
## Topic 1: --, forc, defens, people’, iraq 
##  Topic 2: r, turkey, ankara, kurd, terrorist 
##  Topic 3: kill, turkish, rebel, kurdish, clash 
##  Topic 4: --, turkey, pkk, attack, milit 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 266 (approx. per word bound = -4.136, relative change = 2.461e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 267 (approx. per word bound = -4.136, relative change = 1.625e-05) 
## ....................................................................................................
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## Completing Iteration 268 (approx. per word bound = -4.136, relative change = 1.314e-05) 
## ....................................................................................................
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## Completing Iteration 269 (approx. per word bound = -4.136, relative change = 1.231e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 270 (approx. per word bound = -4.136, relative change = 1.223e-05) 
## Topic 1: --, forc, defens, people’, iraq 
##  Topic 2: r, turkey, ankara, kurd, terrorist 
##  Topic 3: kill, turkish, rebel, kurdish, clash 
##  Topic 4: --, turkey, pkk, attack, milit 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 271 (approx. per word bound = -4.136, relative change = 1.218e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 272 (approx. per word bound = -4.136, relative change = 1.216e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 273 (approx. per word bound = -4.136, relative change = 1.248e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 274 (approx. per word bound = -4.136, relative change = 1.335e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 275 (approx. per word bound = -4.136, relative change = 1.439e-05) 
## Topic 1: --, forc, defens, people’, iraq 
##  Topic 2: r, turkey, ankara, kurd, terrorist 
##  Topic 3: kill, turkish, rebel, kurdish, clash 
##  Topic 4: --, turkey, pkk, attack, milit 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 276 (approx. per word bound = -4.136, relative change = 1.544e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 277 (approx. per word bound = -4.136, relative change = 1.549e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 278 (approx. per word bound = -4.136, relative change = 1.503e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 279 (approx. per word bound = -4.135, relative change = 1.416e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 280 (approx. per word bound = -4.135, relative change = 1.319e-05) 
## Topic 1: --, forc, defens, people’, iraq 
##  Topic 2: r, turkey, ankara, kurd, terrorist 
##  Topic 3: kill, turkish, rebel, kurdish, clash 
##  Topic 4: --, turkey, pkk, attack, milit 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 281 (approx. per word bound = -4.135, relative change = 1.242e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 282 (approx. per word bound = -4.135, relative change = 1.184e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 283 (approx. per word bound = -4.135, relative change = 1.140e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 284 (approx. per word bound = -4.135, relative change = 1.130e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 285 (approx. per word bound = -4.135, relative change = 1.194e-05) 
## Topic 1: --, forc, defens, people’, iraq 
##  Topic 2: r, turkey, ankara, kurd, terrorist 
##  Topic 3: kill, turkish, rebel, kurdish, clash 
##  Topic 4: --, turkey, pkk, attack, milit 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 286 (approx. per word bound = -4.135, relative change = 1.479e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 287 (approx. per word bound = -4.135, relative change = 1.779e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 288 (approx. per word bound = -4.135, relative change = 1.411e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 289 (approx. per word bound = -4.135, relative change = 1.025e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      .....
##   Recovering initialization...
##      ..................
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.958) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.700, relative change = 5.217e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.612, relative change = 1.864e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.560, relative change = 1.123e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.517, relative change = 9.474e-03) 
## Topic 1: kill, kurd, two, milit, anatolia 
##  Topic 2: turkish, r, clash, ankara, soldier 
##  Topic 3: forc, defens, terrorist, people’, f 
##  Topic 4: turkey, troop, armi, polic, five 
##  Topic 5: --, rebel, kurdish, pkk, say 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.488, relative change = 6.440e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.471, relative change = 3.870e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.458, relative change = 2.747e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.446, relative change = 2.759e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.433, relative change = 2.926e-03) 
## Topic 1: kill, kurd, two, milit, anatolia 
##  Topic 2: turkish, r, clash, ankara, soldier 
##  Topic 3: forc, defens, terrorist, people’, f 
##  Topic 4: turkey, troop, armi, polic, five 
##  Topic 5: --, rebel, kurdish, pkk, secur 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.424, relative change = 2.143e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.415, relative change = 2.046e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.405, relative change = 2.277e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.393, relative change = 2.595e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.382, relative change = 2.629e-03) 
## Topic 1: kill, kurd, two, milit, anatolia 
##  Topic 2: turkish, r, clash, ankara, soldier 
##  Topic 3: forc, defens, --, terrorist, people’ 
##  Topic 4: turkey, troop, armi, polic, five 
##  Topic 5: --, rebel, kurdish, pkk, say 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.372, relative change = 2.213e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -4.365, relative change = 1.616e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -4.359, relative change = 1.237e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -4.355, relative change = 1.009e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.351, relative change = 8.928e-04) 
## Topic 1: kill, kurd, two, milit, anatolia 
##  Topic 2: turkish, r, clash, ankara, soldier 
##  Topic 3: forc, --, defens, terrorist, people’ 
##  Topic 4: turkey, troop, armi, polic, five 
##  Topic 5: rebel, --, kurdish, pkk, say 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.347, relative change = 8.723e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -4.343, relative change = 9.271e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -4.339, relative change = 1.056e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -4.334, relative change = 1.131e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -4.329, relative change = 1.205e-03) 
## Topic 1: kill, kurd, two, milit, anatolia 
##  Topic 2: turkish, r, clash, ankara, soldier 
##  Topic 3: forc, --, defens, terrorist, people’ 
##  Topic 4: turkey, troop, armi, polic, five 
##  Topic 5: rebel, --, kurdish, pkk, say 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -4.323, relative change = 1.311e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -4.317, relative change = 1.471e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -4.310, relative change = 1.519e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -4.304, relative change = 1.356e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -4.299, relative change = 1.079e-03) 
## Topic 1: kill, kurd, two, milit, anatolia 
##  Topic 2: turkish, r, clash, ankara, soldier 
##  Topic 3: forc, --, defens, people’, peopl 
##  Topic 4: turkey, troop, armi, polic, five 
##  Topic 5: rebel, --, kurdish, pkk, say 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -4.296, relative change = 9.017e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -4.291, relative change = 9.576e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -4.286, relative change = 1.217e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -4.280, relative change = 1.402e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -4.275, relative change = 1.246e-03) 
## Topic 1: kill, kurd, two, anatolia, european 
##  Topic 2: turkish, r, clash, ankara, soldier 
##  Topic 3: forc, --, defens, people’, peopl 
##  Topic 4: turkey, troop, armi, five, polic 
##  Topic 5: --, rebel, kurdish, pkk, say 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -4.270, relative change = 1.082e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -4.266, relative change = 1.114e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -4.260, relative change = 1.189e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -4.255, relative change = 1.236e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -4.250, relative change = 1.233e-03) 
## Topic 1: kill, kurd, two, anatolia, one 
##  Topic 2: turkish, r, clash, ankara, terrorist 
##  Topic 3: forc, --, defens, people’, peopl 
##  Topic 4: turkey, troop, armi, five, polic 
##  Topic 5: --, kurdish, rebel, pkk, say 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -4.245, relative change = 1.172e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -4.240, relative change = 1.074e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -4.236, relative change = 9.533e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -4.233, relative change = 8.427e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -4.229, relative change = 7.953e-04) 
## Topic 1: kill, kurd, two, anatolia, one 
##  Topic 2: turkish, r, rebel, clash, ankara 
##  Topic 3: forc, --, defens, people’, peopl 
##  Topic 4: turkey, troop, armi, five, polic 
##  Topic 5: --, kurdish, soldier, rebel, pkk 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -4.226, relative change = 8.198e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -4.222, relative change = 8.996e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -4.218, relative change = 9.990e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -4.214, relative change = 1.050e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -4.209, relative change = 9.922e-04) 
## Topic 1: kill, kurd, two, anatolia, one 
##  Topic 2: turkish, r, rebel, clash, ankara 
##  Topic 3: forc, --, defens, people’, peopl 
##  Topic 4: turkey, troop, five, polic, conflict 
##  Topic 5: --, kurdish, soldier, turkish, pkk 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -4.206, relative change = 8.538e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -4.203, relative change = 7.123e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -4.200, relative change = 6.153e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -4.198, relative change = 5.588e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -4.196, relative change = 5.383e-04) 
## Topic 1: kill, kurd, two, anatolia, one 
##  Topic 2: r, turkish, rebel, clash, ankara 
##  Topic 3: forc, --, defens, people’, peopl 
##  Topic 4: turkey, troop, kurdish, violenc, polic 
##  Topic 5: --, kurdish, turkish, soldier, pkk 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -4.193, relative change = 5.506e-04) 
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## Completing Iteration 57 (approx. per word bound = -4.191, relative change = 5.898e-04) 
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## Completing Iteration 58 (approx. per word bound = -4.188, relative change = 6.536e-04) 
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## Completing Iteration 59 (approx. per word bound = -4.185, relative change = 6.245e-04) 
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## Completing Iteration 60 (approx. per word bound = -4.183, relative change = 5.267e-04) 
## Topic 1: kill, kurd, two, anatolia, one 
##  Topic 2: r, turkish, rebel, clash, ankara 
##  Topic 3: forc, --, defens, people’, peopl 
##  Topic 4: turkey, kurdish, troop, violenc, die 
##  Topic 5: --, turkish, kurdish, soldier, pkk 
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## Completing Iteration 61 (approx. per word bound = -4.181, relative change = 5.116e-04) 
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## Completing Iteration 62 (approx. per word bound = -4.179, relative change = 4.918e-04) 
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## Completing Iteration 63 (approx. per word bound = -4.177, relative change = 4.580e-04) 
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## Completing Iteration 64 (approx. per word bound = -4.175, relative change = 4.206e-04) 
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## Completing Iteration 65 (approx. per word bound = -4.174, relative change = 3.788e-04) 
## Topic 1: kill, kurd, two, anatolia, rebel 
##  Topic 2: r, turkish, rebel, clash, ankara 
##  Topic 3: forc, --, defens, people’, peopl 
##  Topic 4: turkey, kurdish, troop, violenc, die 
##  Topic 5: --, turkish, kurdish, soldier, pkk 
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## Completing Iteration 66 (approx. per word bound = -4.172, relative change = 3.500e-04) 
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## Completing Iteration 67 (approx. per word bound = -4.171, relative change = 3.466e-04) 
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## Completing Iteration 69 (approx. per word bound = -4.168, relative change = 3.522e-04) 
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## Completing Iteration 70 (approx. per word bound = -4.166, relative change = 3.576e-04) 
## Topic 1: kill, kurd, two, anatolia, rebel 
##  Topic 2: r, turkish, rebel, clash, ankara 
##  Topic 3: forc, --, defens, people’, peopl 
##  Topic 4: turkey, kurdish, troop, violenc, die 
##  Topic 5: --, turkish, soldier, kurdish, pkk 
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## Completing Iteration 71 (approx. per word bound = -4.165, relative change = 3.794e-04) 
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## Completing Iteration 75 (approx. per word bound = -4.158, relative change = 4.468e-04) 
## Topic 1: kill, kurd, two, anatolia, rebel 
##  Topic 2: r, turkish, rebel, clash, ankara 
##  Topic 3: forc, --, defens, people’, peopl 
##  Topic 4: turkey, kurdish, troop, violenc, die 
##  Topic 5: --, turkish, soldier, pkk, kurdish 
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## Completing Iteration 76 (approx. per word bound = -4.156, relative change = 4.577e-04) 
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## Completing Iteration 80 (approx. per word bound = -4.148, relative change = 4.890e-04) 
## Topic 1: kill, kurd, two, rebel, anatolia 
##  Topic 2: r, turkish, rebel, ankara, clash 
##  Topic 3: forc, --, defens, people’, peopl 
##  Topic 4: turkey, kurdish, troop, violenc, die 
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## Completing Iteration 81 (approx. per word bound = -4.146, relative change = 5.098e-04) 
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## Completing Iteration 85 (approx. per word bound = -4.140, relative change = 2.589e-04) 
## Topic 1: kill, kurd, rebel, anatolia, two 
##  Topic 2: r, turkish, rebel, ankara, clash 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, kurdish, violenc, dead, die 
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## Completing Iteration 86 (approx. per word bound = -4.139, relative change = 2.314e-04) 
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## Completing Iteration 89 (approx. per word bound = -4.137, relative change = 2.011e-04) 
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## Completing Iteration 90 (approx. per word bound = -4.136, relative change = 1.938e-04) 
## Topic 1: kill, kurd, rebel, anatolia, two 
##  Topic 2: r, turkish, rebel, ankara, clash 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, kurdish, violenc, dead, die 
##  Topic 5: --, turkish, soldier, pkk, attack 
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## Completing Iteration 91 (approx. per word bound = -4.135, relative change = 1.862e-04) 
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## Completing Iteration 92 (approx. per word bound = -4.134, relative change = 1.800e-04) 
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## Completing Iteration 94 (approx. per word bound = -4.133, relative change = 1.767e-04) 
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## Completing Iteration 95 (approx. per word bound = -4.132, relative change = 1.784e-04) 
## Topic 1: kill, kurd, rebel, anatolia, two 
##  Topic 2: r, turkish, rebel, ankara, clash 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, kurdish, violenc, dead, die 
##  Topic 5: --, turkish, soldier, pkk, attack 
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## Completing Iteration 96 (approx. per word bound = -4.132, relative change = 1.817e-04) 
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## Completing Iteration 97 (approx. per word bound = -4.131, relative change = 1.868e-04) 
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## Completing Iteration 98 (approx. per word bound = -4.130, relative change = 1.932e-04) 
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## Completing Iteration 99 (approx. per word bound = -4.129, relative change = 2.012e-04) 
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## Completing Iteration 100 (approx. per word bound = -4.128, relative change = 2.106e-04) 
## Topic 1: kill, rebel, kurd, anatolia, soldier 
##  Topic 2: r, turkish, ankara, rebel, clash 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, kurdish, violenc, dead, die 
##  Topic 5: --, turkish, soldier, pkk, milit 
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## Completing Iteration 101 (approx. per word bound = -4.127, relative change = 2.200e-04) 
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## Completing Iteration 102 (approx. per word bound = -4.126, relative change = 2.253e-04) 
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## Completing Iteration 103 (approx. per word bound = -4.125, relative change = 2.257e-04) 
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## Completing Iteration 104 (approx. per word bound = -4.125, relative change = 2.194e-04) 
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## Completing Iteration 105 (approx. per word bound = -4.124, relative change = 2.081e-04) 
## Topic 1: kill, rebel, kurd, soldier, anatolia 
##  Topic 2: r, turkish, ankara, clash, rebel 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, kurdish, violenc, dead, die 
##  Topic 5: --, turkish, pkk, soldier, milit 
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## Completing Iteration 106 (approx. per word bound = -4.123, relative change = 1.917e-04) 
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## Completing Iteration 107 (approx. per word bound = -4.122, relative change = 1.742e-04) 
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## Completing Iteration 108 (approx. per word bound = -4.122, relative change = 1.628e-04) 
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## Completing Iteration 109 (approx. per word bound = -4.121, relative change = 1.571e-04) 
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## Completing Iteration 110 (approx. per word bound = -4.120, relative change = 1.627e-04) 
## Topic 1: kill, rebel, soldier, kurd, anatolia 
##  Topic 2: r, turkish, ankara, clash, rebel 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, kurdish, violenc, dead, die 
##  Topic 5: --, turkish, kill, pkk, soldier 
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## Completing Iteration 111 (approx. per word bound = -4.120, relative change = 1.412e-04) 
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## Completing Iteration 112 (approx. per word bound = -4.119, relative change = 1.178e-04) 
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## Completing Iteration 113 (approx. per word bound = -4.119, relative change = 1.095e-04) 
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## Completing Iteration 114 (approx. per word bound = -4.118, relative change = 1.033e-04) 
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## Completing Iteration 115 (approx. per word bound = -4.118, relative change = 9.804e-05) 
## Topic 1: kill, rebel, soldier, anatolia, two 
##  Topic 2: r, turkish, ankara, clash, terrorist 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, kurdish, violenc, dead, die 
##  Topic 5: --, turkish, kill, pkk, soldier 
## ....................................................................................................
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## Completing Iteration 116 (approx. per word bound = -4.117, relative change = 9.340e-05) 
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## Completing Iteration 117 (approx. per word bound = -4.117, relative change = 8.930e-05) 
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## Completing Iteration 118 (approx. per word bound = -4.117, relative change = 8.568e-05) 
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## Completing Iteration 119 (approx. per word bound = -4.116, relative change = 8.266e-05) 
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## Completing Iteration 120 (approx. per word bound = -4.116, relative change = 8.036e-05) 
## Topic 1: kill, rebel, soldier, anatolia, two 
##  Topic 2: r, turkish, ankara, clash, kurd 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, kurdish, violenc, dead, die 
##  Topic 5: --, turkish, kill, pkk, soldier 
## ....................................................................................................
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## Completing Iteration 121 (approx. per word bound = -4.116, relative change = 7.916e-05) 
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## Completing Iteration 122 (approx. per word bound = -4.115, relative change = 8.037e-05) 
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## Completing Iteration 123 (approx. per word bound = -4.115, relative change = 8.780e-05) 
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## Completing Iteration 124 (approx. per word bound = -4.115, relative change = 9.261e-05) 
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## Completing Iteration 125 (approx. per word bound = -4.114, relative change = 7.768e-05) 
## Topic 1: kill, rebel, soldier, anatolia, two 
##  Topic 2: r, turkish, ankara, clash, kurd 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, kurdish, violenc, dead, die 
##  Topic 5: --, turkish, kill, pkk, soldier 
## ....................................................................................................
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## Completing Iteration 126 (approx. per word bound = -4.114, relative change = 6.966e-05) 
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## Completing Iteration 127 (approx. per word bound = -4.114, relative change = 6.686e-05) 
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## Completing Iteration 128 (approx. per word bound = -4.114, relative change = 6.411e-05) 
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## Completing Iteration 129 (approx. per word bound = -4.113, relative change = 6.099e-05) 
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## Completing Iteration 130 (approx. per word bound = -4.113, relative change = 5.820e-05) 
## Topic 1: kill, rebel, soldier, anatolia, two 
##  Topic 2: r, turkish, ankara, clash, kurd 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, kurdish, violenc, dead, die 
##  Topic 5: --, turkish, kill, pkk, soldier 
## ....................................................................................................
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## Completing Iteration 131 (approx. per word bound = -4.113, relative change = 5.602e-05) 
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## Completing Iteration 132 (approx. per word bound = -4.113, relative change = 5.432e-05) 
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## Completing Iteration 133 (approx. per word bound = -4.112, relative change = 5.337e-05) 
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## Completing Iteration 134 (approx. per word bound = -4.112, relative change = 5.265e-05) 
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## Completing Iteration 135 (approx. per word bound = -4.112, relative change = 5.188e-05) 
## Topic 1: kill, rebel, soldier, anatolia, two 
##  Topic 2: r, turkish, ankara, clash, kurd 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, kurdish, violenc, dead, die 
##  Topic 5: --, turkish, kill, pkk, soldier 
## ....................................................................................................
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## Completing Iteration 136 (approx. per word bound = -4.112, relative change = 5.168e-05) 
## ....................................................................................................
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## Completing Iteration 137 (approx. per word bound = -4.112, relative change = 5.406e-05) 
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## Completing Iteration 138 (approx. per word bound = -4.111, relative change = 6.385e-05) 
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## Completing Iteration 139 (approx. per word bound = -4.111, relative change = 6.244e-05) 
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## Completing Iteration 140 (approx. per word bound = -4.111, relative change = 5.573e-05) 
## Topic 1: kill, rebel, soldier, anatolia, two 
##  Topic 2: r, turkish, ankara, clash, kurd 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, kurdish, violenc, dead, die 
##  Topic 5: --, turkish, kill, pkk, soldier 
## ....................................................................................................
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## Completing Iteration 141 (approx. per word bound = -4.111, relative change = 5.397e-05) 
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## Completing Iteration 142 (approx. per word bound = -4.110, relative change = 5.360e-05) 
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## Completing Iteration 143 (approx. per word bound = -4.110, relative change = 5.676e-05) 
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## Completing Iteration 144 (approx. per word bound = -4.110, relative change = 6.080e-05) 
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## Completing Iteration 145 (approx. per word bound = -4.110, relative change = 6.111e-05) 
## Topic 1: kill, rebel, soldier, anatolia, two 
##  Topic 2: r, turkish, ankara, clash, kurd 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, kurdish, violenc, dead, die 
##  Topic 5: --, turkish, kill, pkk, soldier 
## ....................................................................................................
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## Completing Iteration 146 (approx. per word bound = -4.109, relative change = 5.340e-05) 
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## Completing Iteration 147 (approx. per word bound = -4.109, relative change = 4.440e-05) 
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## Completing Iteration 148 (approx. per word bound = -4.109, relative change = 3.977e-05) 
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## Completing Iteration 149 (approx. per word bound = -4.109, relative change = 3.737e-05) 
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## Completing Iteration 150 (approx. per word bound = -4.109, relative change = 3.586e-05) 
## Topic 1: kill, rebel, soldier, anatolia, two 
##  Topic 2: r, turkish, ankara, clash, kurd 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, kurdish, violenc, dead, die 
##  Topic 5: --, turkish, kill, pkk, soldier 
## ....................................................................................................
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## Completing Iteration 151 (approx. per word bound = -4.109, relative change = 3.457e-05) 
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## Completing Iteration 152 (approx. per word bound = -4.108, relative change = 3.357e-05) 
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## Completing Iteration 153 (approx. per word bound = -4.108, relative change = 3.274e-05) 
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## Completing Iteration 154 (approx. per word bound = -4.108, relative change = 3.262e-05) 
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## Completing Iteration 155 (approx. per word bound = -4.108, relative change = 3.649e-05) 
## Topic 1: kill, rebel, soldier, anatolia, two 
##  Topic 2: r, turkish, ankara, clash, kurd 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, kurdish, violenc, dead, die 
##  Topic 5: --, turkish, kill, pkk, soldier 
## ....................................................................................................
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## Completing Iteration 156 (approx. per word bound = -4.108, relative change = 6.804e-05) 
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## Completing Iteration 157 (approx. per word bound = -4.107, relative change = 9.920e-05) 
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## Completing Iteration 158 (approx. per word bound = -4.107, relative change = 6.911e-05) 
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## Completing Iteration 159 (approx. per word bound = -4.107, relative change = 3.524e-05) 
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## Completing Iteration 160 (approx. per word bound = -4.107, relative change = 3.273e-05) 
## Topic 1: kill, rebel, soldier, anatolia, two 
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##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, kurdish, violenc, dead, die 
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## Topic 1: kill, rebel, soldier, anatolia, two 
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## Topic 1: kill, rebel, soldier, anatolia, two 
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## Topic 1: kill, rebel, soldier, anatolia, two 
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## Topic 1: kill, rebel, soldier, anatolia, two 
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## Topic 1: kill, rebel, soldier, anatolia, two 
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## Topic 1: kill, rebel, soldier, anatolia, two 
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##  Topic 4: turkey, kurdish, violenc, dead, die 
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## Topic 1: kill, rebel, soldier, anatolia, two 
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##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, kurdish, violenc, dead, die 
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## Topic 1: kill, rebel, soldier, anatolia, two 
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##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, kurdish, violenc, dead, die 
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## Completing Iteration 205 (approx. per word bound = -4.102, relative change = 2.733e-05) 
## Topic 1: kill, rebel, soldier, anatolia, two 
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##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, kurdish, violenc, dead, die 
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## Completing Iteration 210 (approx. per word bound = -4.101, relative change = 3.043e-05) 
## Topic 1: kill, rebel, soldier, anatolia, two 
##  Topic 2: r, turkish, ankara, clash, kurd 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, kurdish, violenc, dead, die 
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## Completing Iteration 211 (approx. per word bound = -4.101, relative change = 3.161e-05) 
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## Completing Iteration 215 (approx. per word bound = -4.100, relative change = 3.814e-05) 
## Topic 1: kill, rebel, soldier, anatolia, two 
##  Topic 2: r, turkish, ankara, clash, kurd 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, kurdish, violenc, dead, die 
##  Topic 5: --, turkish, kill, pkk, soldier 
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## Completing Iteration 216 (approx. per word bound = -4.100, relative change = 4.014e-05) 
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## Completing Iteration 220 (approx. per word bound = -4.099, relative change = 5.006e-05) 
## Topic 1: kill, rebel, soldier, anatolia, two 
##  Topic 2: r, turkish, ankara, clash, kurd 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, kurdish, violenc, dead, die 
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## Completing Iteration 225 (approx. per word bound = -4.098, relative change = 7.388e-05) 
## Topic 1: kill, rebel, soldier, anatolia, two 
##  Topic 2: turkish, r, ankara, clash, kurd 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, kurdish, r, violenc, dead 
##  Topic 5: --, turkish, kill, pkk, soldier 
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## Completing Iteration 226 (approx. per word bound = -4.098, relative change = 7.975e-05) 
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## Completing Iteration 229 (approx. per word bound = -4.097, relative change = 9.366e-05) 
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## Completing Iteration 230 (approx. per word bound = -4.096, relative change = 9.625e-05) 
## Topic 1: kill, rebel, soldier, anatolia, two 
##  Topic 2: turkish, r, ankara, clash, kurd 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, kurdish, r, dead, violenc 
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## Completing Iteration 231 (approx. per word bound = -4.096, relative change = 9.792e-05) 
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## Completing Iteration 234 (approx. per word bound = -4.095, relative change = 1.003e-04) 
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## Completing Iteration 235 (approx. per word bound = -4.094, relative change = 1.003e-04) 
## Topic 1: kill, rebel, soldier, anatolia, two 
##  Topic 2: turkish, r, ankara, clash, kurd 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, kurdish, r, dead, violenc 
##  Topic 5: --, turkish, kill, pkk, soldier 
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## Completing Iteration 236 (approx. per word bound = -4.094, relative change = 1.003e-04) 
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## Completing Iteration 237 (approx. per word bound = -4.093, relative change = 9.984e-05) 
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## Completing Iteration 238 (approx. per word bound = -4.093, relative change = 9.927e-05) 
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## Completing Iteration 239 (approx. per word bound = -4.093, relative change = 9.846e-05) 
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## Completing Iteration 240 (approx. per word bound = -4.092, relative change = 9.710e-05) 
## Topic 1: kill, rebel, soldier, anatolia, two 
##  Topic 2: turkish, ankara, r, clash, kurd 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, kurdish, r, dead, violenc 
##  Topic 5: --, turkish, kill, pkk, soldier 
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## Completing Iteration 241 (approx. per word bound = -4.092, relative change = 9.531e-05) 
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## Completing Iteration 242 (approx. per word bound = -4.092, relative change = 9.306e-05) 
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## Completing Iteration 243 (approx. per word bound = -4.091, relative change = 9.019e-05) 
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## Completing Iteration 245 (approx. per word bound = -4.090, relative change = 8.380e-05) 
## Topic 1: kill, rebel, soldier, anatolia, two 
##  Topic 2: turkish, ankara, clash, r, kurd 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, kurdish, r, dead, violenc 
##  Topic 5: --, turkish, kill, pkk, kurdish 
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## Completing Iteration 246 (approx. per word bound = -4.090, relative change = 8.269e-05) 
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## Completing Iteration 247 (approx. per word bound = -4.090, relative change = 6.877e-05) 
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## Completing Iteration 248 (approx. per word bound = -4.090, relative change = 6.882e-05) 
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## Completing Iteration 249 (approx. per word bound = -4.089, relative change = 6.528e-05) 
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## Completing Iteration 250 (approx. per word bound = -4.089, relative change = 6.131e-05) 
## Topic 1: kill, rebel, soldier, anatolia, two 
##  Topic 2: turkish, ankara, clash, kill, terrorist 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, r, kurdish, dead, violenc 
##  Topic 5: --, kill, turkish, pkk, kurdish 
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## Completing Iteration 251 (approx. per word bound = -4.089, relative change = 5.779e-05) 
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## Completing Iteration 255 (approx. per word bound = -4.088, relative change = 4.520e-05) 
## Topic 1: kill, rebel, soldier, anatolia, two 
##  Topic 2: turkish, ankara, clash, kill, terrorist 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, r, kurdish, dead, violenc 
##  Topic 5: --, kill, turkish, kurdish, pkk 
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## Completing Iteration 256 (approx. per word bound = -4.088, relative change = 4.141e-05) 
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## Completing Iteration 258 (approx. per word bound = -4.088, relative change = 3.491e-05) 
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## Completing Iteration 259 (approx. per word bound = -4.087, relative change = 3.366e-05) 
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## Completing Iteration 260 (approx. per word bound = -4.087, relative change = 3.351e-05) 
## Topic 1: kill, rebel, soldier, anatolia, two 
##  Topic 2: turkish, ankara, kill, clash, terrorist 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: turkey, r, kurdish, dead, violenc 
##  Topic 5: --, kill, turkish, kurdish, pkk 
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## Completing Iteration 261 (approx. per word bound = -4.087, relative change = 3.441e-05) 
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## Completing Iteration 262 (approx. per word bound = -4.087, relative change = 3.509e-05) 
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## Completing Iteration 265 (approx. per word bound = -4.087, relative change = 3.620e-05) 
## Topic 1: kill, rebel, soldier, kurd, anatolia 
##  Topic 2: turkish, ankara, kill, clash, terrorist 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: r, turkey, kurdish, dead, violenc 
##  Topic 5: --, kill, turkish, kurdish, pkk 
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## Completing Iteration 270 (approx. per word bound = -4.085, relative change = 5.686e-05) 
## Topic 1: kill, rebel, soldier, kurd, anatolia 
##  Topic 2: turkish, kill, ankara, clash, terrorist 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: r, turkey, kurdish, dead, violenc 
##  Topic 5: --, kill, turkish, kurdish, pkk 
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## Completing Iteration 275 (approx. per word bound = -4.085, relative change = 2.245e-05) 
## Topic 1: kill, rebel, soldier, kurd, anatolia 
##  Topic 2: turkish, kill, ankara, clash, terrorist 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: r, turkey, kurdish, dead, violenc 
##  Topic 5: --, kill, turkish, kurdish, pkk 
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## Completing Iteration 280 (approx. per word bound = -4.084, relative change = 3.957e-05) 
## Topic 1: kill, rebel, soldier, kurd, anatolia 
##  Topic 2: turkish, kill, ankara, clash, terrorist 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: r, turkey, kurdish, dead, violenc 
##  Topic 5: --, kill, turkish, kurdish, turkey 
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## Completing Iteration 285 (approx. per word bound = -4.083, relative change = 4.276e-05) 
## Topic 1: kill, rebel, kurd, soldier, troop 
##  Topic 2: turkish, kill, ankara, clash, terrorist 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: r, turkey, kurdish, dead, violenc 
##  Topic 5: --, kill, turkish, kurdish, turkey 
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## Completing Iteration 290 (approx. per word bound = -4.082, relative change = 3.791e-05) 
## Topic 1: kill, rebel, kurd, soldier, troop 
##  Topic 2: turkish, kill, ankara, clash, terrorist 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: r, turkey, kurdish, dead, violenc 
##  Topic 5: --, kill, turkish, kurdish, turkey 
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## Completing Iteration 295 (approx. per word bound = -4.081, relative change = 4.907e-05) 
## Topic 1: kill, rebel, kurd, soldier, troop 
##  Topic 2: turkish, kill, ankara, clash, terrorist 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: r, turkey, kurdish, dead, rebel 
##  Topic 5: --, kill, turkish, kurdish, turkey 
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## Completing Iteration 297 (approx. per word bound = -4.081, relative change = 6.468e-05) 
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## Completing Iteration 299 (approx. per word bound = -4.080, relative change = 9.273e-05) 
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## Completing Iteration 300 (approx. per word bound = -4.079, relative change = 1.123e-04) 
## Topic 1: kill, rebel, kurd, soldier, troop 
##  Topic 2: turkish, kill, ankara, clash, terrorist 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: r, turkey, kurdish, rebel, dead 
##  Topic 5: --, kill, turkish, kurdish, turkey 
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## Completing Iteration 301 (approx. per word bound = -4.079, relative change = 1.335e-04) 
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## Completing Iteration 302 (approx. per word bound = -4.078, relative change = 1.520e-04) 
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## Completing Iteration 304 (approx. per word bound = -4.077, relative change = 1.586e-04) 
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## Completing Iteration 305 (approx. per word bound = -4.076, relative change = 1.431e-04) 
## Topic 1: kill, rebel, kurd, soldier, troop 
##  Topic 2: turkish, kill, ankara, clash, terrorist 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: r, turkey, kurdish, rebel, say 
##  Topic 5: --, kill, turkish, kurdish, turkey 
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## Completing Iteration 306 (approx. per word bound = -4.076, relative change = 1.180e-04) 
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## Completing Iteration 307 (approx. per word bound = -4.075, relative change = 9.466e-05) 
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## Completing Iteration 308 (approx. per word bound = -4.075, relative change = 7.887e-05) 
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## Completing Iteration 309 (approx. per word bound = -4.075, relative change = 6.897e-05) 
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## Completing Iteration 310 (approx. per word bound = -4.075, relative change = 6.232e-05) 
## Topic 1: kill, rebel, kurd, soldier, troop 
##  Topic 2: turkish, kill, ankara, clash, terrorist 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: r, turkey, kurdish, rebel, say 
##  Topic 5: --, kill, turkish, kurdish, turkey 
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## Completing Iteration 311 (approx. per word bound = -4.074, relative change = 5.800e-05) 
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## Completing Iteration 312 (approx. per word bound = -4.074, relative change = 5.626e-05) 
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## Completing Iteration 313 (approx. per word bound = -4.074, relative change = 5.615e-05) 
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## Completing Iteration 314 (approx. per word bound = -4.074, relative change = 5.762e-05) 
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## Completing Iteration 315 (approx. per word bound = -4.073, relative change = 5.973e-05) 
## Topic 1: kill, rebel, kurd, soldier, troop 
##  Topic 2: turkish, kill, ankara, terrorist, clash 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: r, turkey, kurdish, rebel, say 
##  Topic 5: --, kill, turkish, kurdish, turkey 
## ....................................................................................................
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## Completing Iteration 316 (approx. per word bound = -4.073, relative change = 6.225e-05) 
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## Completing Iteration 317 (approx. per word bound = -4.073, relative change = 6.488e-05) 
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## Completing Iteration 318 (approx. per word bound = -4.073, relative change = 6.882e-05) 
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## Completing Iteration 319 (approx. per word bound = -4.072, relative change = 7.469e-05) 
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## Completing Iteration 320 (approx. per word bound = -4.072, relative change = 8.288e-05) 
## Topic 1: kill, rebel, kurd, soldier, troop 
##  Topic 2: turkish, kill, ankara, terrorist, clash 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: r, turkey, kurdish, rebel, say 
##  Topic 5: --, kill, turkish, kurdish, turkey 
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## Completing Iteration 321 (approx. per word bound = -4.072, relative change = 9.161e-05) 
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## Completing Iteration 322 (approx. per word bound = -4.071, relative change = 9.897e-05) 
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## Completing Iteration 323 (approx. per word bound = -4.071, relative change = 1.044e-04) 
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## Completing Iteration 324 (approx. per word bound = -4.070, relative change = 1.068e-04) 
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## Completing Iteration 325 (approx. per word bound = -4.070, relative change = 1.081e-04) 
## Topic 1: kill, rebel, kurd, soldier, troop 
##  Topic 2: turkish, kill, ankara, terrorist, clash 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: r, turkey, kurdish, rebel, say 
##  Topic 5: --, kill, turkish, kurdish, turkey 
## ....................................................................................................
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## Completing Iteration 326 (approx. per word bound = -4.069, relative change = 1.102e-04) 
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## Completing Iteration 327 (approx. per word bound = -4.069, relative change = 1.141e-04) 
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## Completing Iteration 328 (approx. per word bound = -4.069, relative change = 1.188e-04) 
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## Completing Iteration 329 (approx. per word bound = -4.068, relative change = 1.229e-04) 
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## Completing Iteration 330 (approx. per word bound = -4.068, relative change = 1.252e-04) 
## Topic 1: kill, rebel, kurd, troop, soldier 
##  Topic 2: turkish, kill, ankara, terrorist, clash 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: r, turkey, kurdish, rebel, kill 
##  Topic 5: --, kill, turkish, kurdish, turkey 
## ....................................................................................................
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## Completing Iteration 331 (approx. per word bound = -4.067, relative change = 1.270e-04) 
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## Completing Iteration 332 (approx. per word bound = -4.066, relative change = 1.277e-04) 
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## Completing Iteration 333 (approx. per word bound = -4.066, relative change = 1.267e-04) 
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## Completing Iteration 334 (approx. per word bound = -4.065, relative change = 1.235e-04) 
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## Completing Iteration 335 (approx. per word bound = -4.065, relative change = 1.183e-04) 
## Topic 1: kill, rebel, kurd, troop, soldier 
##  Topic 2: turkish, kill, ankara, terrorist, clash 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: r, turkey, kurdish, rebel, kill 
##  Topic 5: --, kill, turkish, kurdish, turkey 
## ....................................................................................................
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## Completing Iteration 336 (approx. per word bound = -4.065, relative change = 1.131e-04) 
## ....................................................................................................
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## Completing Iteration 337 (approx. per word bound = -4.064, relative change = 1.081e-04) 
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## Completing Iteration 338 (approx. per word bound = -4.064, relative change = 1.028e-04) 
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## Completing Iteration 339 (approx. per word bound = -4.063, relative change = 9.823e-05) 
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## Completing Iteration 340 (approx. per word bound = -4.063, relative change = 9.389e-05) 
## Topic 1: rebel, kill, kurd, troop, soldier 
##  Topic 2: turkish, kill, ankara, terrorist, clash 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: r, turkey, kurdish, kill, rebel 
##  Topic 5: --, kill, turkish, kurdish, turkey 
## ....................................................................................................
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## Completing Iteration 341 (approx. per word bound = -4.063, relative change = 9.048e-05) 
## ....................................................................................................
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## Completing Iteration 342 (approx. per word bound = -4.062, relative change = 8.895e-05) 
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## Completing Iteration 343 (approx. per word bound = -4.062, relative change = 8.542e-05) 
## ....................................................................................................
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## Completing Iteration 344 (approx. per word bound = -4.061, relative change = 8.184e-05) 
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## Completing Iteration 345 (approx. per word bound = -4.061, relative change = 8.397e-05) 
## Topic 1: rebel, kill, kurd, troop, clash 
##  Topic 2: turkish, kill, ankara, terrorist, clash 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: r, turkey, kurdish, kill, rebel 
##  Topic 5: --, kill, turkish, kurdish, turkey 
## ....................................................................................................
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## Completing Iteration 346 (approx. per word bound = -4.061, relative change = 9.465e-05) 
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## Completing Iteration 347 (approx. per word bound = -4.060, relative change = 1.097e-04) 
## ....................................................................................................
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## Completing Iteration 348 (approx. per word bound = -4.060, relative change = 1.152e-04) 
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## Completing Iteration 349 (approx. per word bound = -4.059, relative change = 1.057e-04) 
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## Completing Iteration 350 (approx. per word bound = -4.059, relative change = 8.821e-05) 
## Topic 1: rebel, kurd, kill, troop, clash 
##  Topic 2: turkish, kill, ankara, terrorist, clash 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: r, turkey, kill, kurdish, rebel 
##  Topic 5: --, kill, turkish, kurdish, turkey 
## ....................................................................................................
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## Completing Iteration 351 (approx. per word bound = -4.059, relative change = 7.295e-05) 
## ....................................................................................................
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## Completing Iteration 352 (approx. per word bound = -4.059, relative change = 6.229e-05) 
## ....................................................................................................
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## Completing Iteration 353 (approx. per word bound = -4.058, relative change = 5.539e-05) 
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## Completing Iteration 354 (approx. per word bound = -4.058, relative change = 5.052e-05) 
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## Completing Iteration 355 (approx. per word bound = -4.058, relative change = 4.719e-05) 
## Topic 1: rebel, kurd, kill, clash, troop 
##  Topic 2: turkish, kill, ankara, terrorist, clash 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: r, turkey, kill, kurdish, rebel 
##  Topic 5: --, kill, turkish, kurdish, turkey 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 356 (approx. per word bound = -4.058, relative change = 4.570e-05) 
## ....................................................................................................
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## Completing Iteration 357 (approx. per word bound = -4.058, relative change = 4.587e-05) 
## ....................................................................................................
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## Completing Iteration 358 (approx. per word bound = -4.057, relative change = 4.772e-05) 
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## Completing Iteration 359 (approx. per word bound = -4.057, relative change = 5.172e-05) 
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## Completing Iteration 360 (approx. per word bound = -4.057, relative change = 5.794e-05) 
## Topic 1: rebel, kurd, kill, clash, troop 
##  Topic 2: turkish, kill, ankara, terrorist, clash 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: r, turkey, kill, kurdish, rebel 
##  Topic 5: --, kill, turkish, kurdish, turkey 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 361 (approx. per word bound = -4.057, relative change = 6.728e-05) 
## ....................................................................................................
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## Completing Iteration 362 (approx. per word bound = -4.056, relative change = 8.032e-05) 
## ....................................................................................................
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## Completing Iteration 363 (approx. per word bound = -4.056, relative change = 9.790e-05) 
## ....................................................................................................
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## Completing Iteration 364 (approx. per word bound = -4.055, relative change = 1.206e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 365 (approx. per word bound = -4.055, relative change = 1.473e-04) 
## Topic 1: rebel, kurd, kill, clash, soldier 
##  Topic 2: turkish, kill, ankara, terrorist, clash 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: r, turkey, kill, kurdish, rebel 
##  Topic 5: --, kill, turkish, kurdish, turkey 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 366 (approx. per word bound = -4.054, relative change = 1.761e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 367 (approx. per word bound = -4.053, relative change = 2.030e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 368 (approx. per word bound = -4.052, relative change = 2.204e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 369 (approx. per word bound = -4.051, relative change = 2.247e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 370 (approx. per word bound = -4.051, relative change = 2.166e-04) 
## Topic 1: rebel, kill, clash, kurd, soldier 
##  Topic 2: turkish, kill, ankara, terrorist, clash 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: r, turkey, kill, kurdish, rebel 
##  Topic 5: --, kill, turkish, kurdish, turkey 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 371 (approx. per word bound = -4.050, relative change = 1.994e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 372 (approx. per word bound = -4.049, relative change = 1.780e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 373 (approx. per word bound = -4.048, relative change = 1.558e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 374 (approx. per word bound = -4.048, relative change = 1.308e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 375 (approx. per word bound = -4.047, relative change = 1.019e-04) 
## Topic 1: rebel, kill, clash, soldier, two 
##  Topic 2: turkish, ankara, kill, terrorist, forc 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: r, turkey, kill, kurdish, rebel 
##  Topic 5: --, kill, turkish, kurdish, turkey 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 376 (approx. per word bound = -4.047, relative change = 8.222e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 377 (approx. per word bound = -4.047, relative change = 6.496e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 378 (approx. per word bound = -4.047, relative change = 5.118e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 379 (approx. per word bound = -4.047, relative change = 4.033e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 380 (approx. per word bound = -4.046, relative change = 3.137e-05) 
## Topic 1: kill, rebel, clash, soldier, two 
##  Topic 2: turkish, ankara, kill, terrorist, forc 
##  Topic 3: --, forc, defens, people’, peopl 
##  Topic 4: r, turkey, kill, rebel, kurdish 
##  Topic 5: --, kill, turkish, kurdish, turkey 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 381 (approx. per word bound = -4.046, relative change = 2.499e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 382 (approx. per word bound = -4.046, relative change = 2.053e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 383 (approx. per word bound = -4.046, relative change = 1.537e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ......
##   Recovering initialization...
##      ..................
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.998) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.727, relative change = 5.432e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.629, relative change = 2.072e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.580, relative change = 1.052e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.551, relative change = 6.482e-03) 
## Topic 1: forc, kurd, oper, strike, _f 
##  Topic 2: r, rebel, turkey, two, troop 
##  Topic 3: --, ankara, people’, secur, jun 
##  Topic 4: soldier, defens, three, iraq, violenc 
##  Topic 5: kill, turkish, pkk, milit, anatolia 
##  Topic 6: kurdish, clash, terrorist, say, attack 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.530, relative change = 4.538e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.514, relative change = 3.446e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.502, relative change = 2.659e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.493, relative change = 2.160e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.485, relative change = 1.803e-03) 
## Topic 1: forc, kurd, oper, strike, _f 
##  Topic 2: r, rebel, turkey, two, troop 
##  Topic 3: --, ankara, people’, secur, jun 
##  Topic 4: soldier, defens, three, iraq, violenc 
##  Topic 5: kill, turkish, pkk, milit, anatolia 
##  Topic 6: kurdish, clash, terrorist, say, attack 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.477, relative change = 1.670e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.468, relative change = 1.946e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.458, relative change = 2.300e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.449, relative change = 2.032e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.442, relative change = 1.539e-03) 
## Topic 1: forc, kurd, peopl, oper, strike 
##  Topic 2: r, rebel, turkey, two, troop 
##  Topic 3: --, ankara, people’, secur, jun 
##  Topic 4: soldier, defens, three, iraq, violenc 
##  Topic 5: kill, turkish, pkk, milit, anatolia 
##  Topic 6: kurdish, clash, terrorist, say, attack 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.436, relative change = 1.392e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -4.430, relative change = 1.247e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -4.425, relative change = 1.113e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -4.421, relative change = 1.009e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.417, relative change = 9.585e-04) 
## Topic 1: forc, kurd, peopl, oper, strike 
##  Topic 2: r, rebel, turkey, two, troop 
##  Topic 3: --, ankara, people’, secur, jun 
##  Topic 4: soldier, defens, three, iraq, violenc 
##  Topic 5: kill, turkish, pkk, milit, anatolia 
##  Topic 6: kurdish, clash, terrorist, say, attack 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.413, relative change = 9.624e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -4.408, relative change = 1.037e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -4.403, relative change = 1.220e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -4.396, relative change = 1.556e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -4.388, relative change = 1.850e-03) 
## Topic 1: forc, kurd, peopl, oper, turk 
##  Topic 2: r, rebel, turkey, kurd, troop 
##  Topic 3: --, ankara, people’, secur, jun 
##  Topic 4: soldier, defens, three, iraq, eight 
##  Topic 5: kill, turkish, pkk, turkey, milit 
##  Topic 6: kurdish, clash, terrorist, say, attack 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -4.378, relative change = 2.073e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -4.369, relative change = 2.274e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -4.358, relative change = 2.493e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -4.346, relative change = 2.707e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -4.334, relative change = 2.679e-03) 
## Topic 1: forc, defens, peopl, oper, turk 
##  Topic 2: r, rebel, turkey, kurd, troop 
##  Topic 3: --, people’, secur, ankara, jun 
##  Topic 4: soldier, three, iraq, two, eight 
##  Topic 5: kill, turkish, ankara, turkey, milit 
##  Topic 6: kurdish, clash, terrorist, say, attack 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -4.323, relative change = 2.480e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -4.314, relative change = 2.229e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -4.305, relative change = 1.986e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -4.297, relative change = 1.856e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -4.290, relative change = 1.780e-03) 
## Topic 1: forc, defens, peopl, turk, _f 
##  Topic 2: r, rebel, turkey, kurd, troop 
##  Topic 3: --, people’, secur, air, blast 
##  Topic 4: soldier, pkk, three, iraq, two 
##  Topic 5: kill, turkish, ankara, turkey, anatolia 
##  Topic 6: kurdish, clash, terrorist, say, attack 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -4.282, relative change = 1.719e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -4.275, relative change = 1.656e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -4.269, relative change = 1.490e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -4.263, relative change = 1.277e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -4.258, relative change = 1.155e-03) 
## Topic 1: forc, defens, peopl, turk, _f 
##  Topic 2: r, rebel, turkey, kurd, troop 
##  Topic 3: --, people’, secur, air, blast 
##  Topic 4: soldier, pkk, milit, two, iraq 
##  Topic 5: kill, turkish, ankara, turkey, anatolia 
##  Topic 6: kurdish, clash, terrorist, say, attack 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -4.254, relative change = 1.041e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -4.250, relative change = 9.704e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -4.246, relative change = 8.854e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -4.243, relative change = 7.772e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -4.240, relative change = 6.870e-04) 
## Topic 1: forc, defens, peopl, turk, _f 
##  Topic 2: r, rebel, turkey, kurd, troop 
##  Topic 3: --, people’, european, air, secur 
##  Topic 4: soldier, pkk, milit, two, iraq 
##  Topic 5: kill, turkish, ankara, turkey, anatolia 
##  Topic 6: kurdish, clash, terrorist, say, attack 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -4.237, relative change = 6.713e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -4.234, relative change = 6.338e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -4.232, relative change = 5.319e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -4.230, relative change = 5.072e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -4.228, relative change = 5.158e-04) 
## Topic 1: forc, defens, peopl, turk, _f 
##  Topic 2: r, rebel, turkey, kurd, troop 
##  Topic 3: --, people’, european, air, blast 
##  Topic 4: soldier, pkk, milit, iraq, two 
##  Topic 5: kill, turkish, ankara, turkey, anatolia 
##  Topic 6: kurdish, clash, terrorist, say, attack 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -4.225, relative change = 5.643e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -4.223, relative change = 6.465e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -4.219, relative change = 7.530e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -4.216, relative change = 9.062e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -4.211, relative change = 9.957e-04) 
## Topic 1: forc, defens, people’, peopl, turk 
##  Topic 2: r, rebel, turkey, kurd, troop 
##  Topic 3: --, european, people’, blast, air 
##  Topic 4: soldier, pkk, milit, iraq, turkey 
##  Topic 5: kill, turkish, ankara, turkey, secur 
##  Topic 6: kurdish, clash, terrorist, say, attack 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -4.207, relative change = 1.068e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 57 (approx. per word bound = -4.202, relative change = 1.075e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 58 (approx. per word bound = -4.198, relative change = 1.081e-03) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 59 (approx. per word bound = -4.193, relative change = 1.108e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 60 (approx. per word bound = -4.189, relative change = 1.048e-03) 
## Topic 1: forc, defens, people’, peopl, turk 
##  Topic 2: r, rebel, turkey, kurd, troop 
##  Topic 3: --, european, blast, bomb, explos 
##  Topic 4: soldier, pkk, turkey, milit, iraq 
##  Topic 5: kill, turkish, ankara, secur, turkey 
##  Topic 6: kurdish, clash, terrorist, say, attack 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 61 (approx. per word bound = -4.186, relative change = 7.896e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 62 (approx. per word bound = -4.183, relative change = 5.449e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 63 (approx. per word bound = -4.181, relative change = 4.405e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 64 (approx. per word bound = -4.180, relative change = 4.056e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 65 (approx. per word bound = -4.178, relative change = 3.864e-04) 
## Topic 1: forc, defens, people’, peopl, turk 
##  Topic 2: r, rebel, turkey, kurd, troop 
##  Topic 3: --, european, blast, bomb, explos 
##  Topic 4: turkey, pkk, soldier, milit, attack 
##  Topic 5: kill, turkish, ankara, secur, anatolia 
##  Topic 6: kurdish, clash, terrorist, say, two 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 66 (approx. per word bound = -4.176, relative change = 3.789e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 67 (approx. per word bound = -4.175, relative change = 3.775e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 68 (approx. per word bound = -4.173, relative change = 3.626e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 69 (approx. per word bound = -4.172, relative change = 3.517e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 70 (approx. per word bound = -4.170, relative change = 3.524e-04) 
## Topic 1: forc, defens, people’, peopl, turk 
##  Topic 2: r, rebel, turkey, kurd, troop 
##  Topic 3: --, european, blast, explos, middl 
##  Topic 4: turkey, pkk, soldier, milit, attack 
##  Topic 5: kill, turkish, ankara, secur, anatolia 
##  Topic 6: kurdish, clash, terrorist, say, two 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 71 (approx. per word bound = -4.169, relative change = 3.664e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 72 (approx. per word bound = -4.167, relative change = 3.755e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 73 (approx. per word bound = -4.166, relative change = 3.966e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 74 (approx. per word bound = -4.164, relative change = 4.401e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 75 (approx. per word bound = -4.162, relative change = 4.781e-04) 
## Topic 1: forc, defens, people’, peopl, turk 
##  Topic 2: r, rebel, turkey, kurd, troop 
##  Topic 3: --, european, blast, explos, middl 
##  Topic 4: turkey, pkk, milit, soldier, attack 
##  Topic 5: kill, turkish, ankara, secur, anatolia 
##  Topic 6: kurdish, clash, say, terrorist, soldier 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 76 (approx. per word bound = -4.160, relative change = 4.906e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 77 (approx. per word bound = -4.158, relative change = 4.741e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 78 (approx. per word bound = -4.156, relative change = 4.209e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 79 (approx. per word bound = -4.155, relative change = 3.772e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 80 (approx. per word bound = -4.153, relative change = 3.538e-04) 
## Topic 1: forc, defens, people’, peopl, turk 
##  Topic 2: r, rebel, turkey, kurd, troop 
##  Topic 3: --, european, blast, explos, middl 
##  Topic 4: turkey, pkk, milit, attack, soldier 
##  Topic 5: kill, turkish, ankara, terrorist, secur 
##  Topic 6: kurdish, clash, say, soldier, two 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 81 (approx. per word bound = -4.152, relative change = 3.439e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 82 (approx. per word bound = -4.150, relative change = 3.311e-04) 
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## Completing Iteration 83 (approx. per word bound = -4.149, relative change = 3.106e-04) 
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## Completing Iteration 84 (approx. per word bound = -4.148, relative change = 2.959e-04) 
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## Completing Iteration 85 (approx. per word bound = -4.147, relative change = 2.719e-04) 
## Topic 1: forc, defens, people’, peopl, turk 
##  Topic 2: r, rebel, turkey, kurd, troop 
##  Topic 3: --, european, blast, explos, middl 
##  Topic 4: turkey, pkk, milit, turkish, attack 
##  Topic 5: kill, turkish, ankara, terrorist, secur 
##  Topic 6: kurdish, clash, soldier, say, two 
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## Completing Iteration 86 (approx. per word bound = -4.146, relative change = 2.468e-04) 
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## Completing Iteration 87 (approx. per word bound = -4.145, relative change = 2.363e-04) 
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## Completing Iteration 88 (approx. per word bound = -4.144, relative change = 2.373e-04) 
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## Completing Iteration 89 (approx. per word bound = -4.143, relative change = 2.332e-04) 
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## Completing Iteration 90 (approx. per word bound = -4.142, relative change = 2.141e-04) 
## Topic 1: forc, defens, people’, peopl, turk 
##  Topic 2: r, rebel, turkey, kurd, kill 
##  Topic 3: --, european, blast, explos, middl 
##  Topic 4: turkey, pkk, turkish, milit, attack 
##  Topic 5: kill, turkish, ankara, terrorist, secur 
##  Topic 6: kurdish, clash, soldier, say, two 
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## Completing Iteration 91 (approx. per word bound = -4.141, relative change = 2.061e-04) 
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## Completing Iteration 92 (approx. per word bound = -4.140, relative change = 2.102e-04) 
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## Completing Iteration 93 (approx. per word bound = -4.139, relative change = 2.191e-04) 
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## Completing Iteration 94 (approx. per word bound = -4.138, relative change = 2.282e-04) 
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## Completing Iteration 95 (approx. per word bound = -4.137, relative change = 2.338e-04) 
## Topic 1: forc, defens, people’, peopl, turk 
##  Topic 2: r, rebel, turkey, kurd, kill 
##  Topic 3: --, european, blast, explos, middl 
##  Topic 4: turkey, pkk, turkish, milit, attack 
##  Topic 5: kill, turkish, ankara, terrorist, secur 
##  Topic 6: kurdish, clash, soldier, two, say 
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## Completing Iteration 96 (approx. per word bound = -4.136, relative change = 2.532e-04) 
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## Completing Iteration 97 (approx. per word bound = -4.135, relative change = 2.961e-04) 
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## Completing Iteration 99 (approx. per word bound = -4.132, relative change = 4.721e-04) 
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## Completing Iteration 100 (approx. per word bound = -4.129, relative change = 6.171e-04) 
## Topic 1: forc, defens, people’, peopl, turk 
##  Topic 2: r, rebel, turkey, kurd, kill 
##  Topic 3: --, european, blast, explos, middl 
##  Topic 4: pkk, turkey, turkish, milit, attack 
##  Topic 5: kill, turkish, ankara, terrorist, secur 
##  Topic 6: kurdish, clash, soldier, two, say 
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## Completing Iteration 101 (approx. per word bound = -4.126, relative change = 7.770e-04) 
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## Completing Iteration 105 (approx. per word bound = -4.113, relative change = 6.439e-04) 
## Topic 1: forc, defens, people’, peopl, turk 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: --, european, blast, middl, explos 
##  Topic 4: kill, pkk, turkish, turkey, milit 
##  Topic 5: kill, turkish, ankara, terrorist, secur 
##  Topic 6: kurdish, soldier, clash, two, say 
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## Completing Iteration 106 (approx. per word bound = -4.111, relative change = 5.514e-04) 
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## Completing Iteration 107 (approx. per word bound = -4.109, relative change = 4.895e-04) 
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## Completing Iteration 110 (approx. per word bound = -4.103, relative change = 4.752e-04) 
## Topic 1: forc, defens, people’, peopl, turk 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: --, european, blast, middl, explos 
##  Topic 4: kill, turkish, pkk, turkey, milit 
##  Topic 5: turkish, kill, ankara, terrorist, secur 
##  Topic 6: kurdish, soldier, clash, two, say 
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## Completing Iteration 111 (approx. per word bound = -4.101, relative change = 4.906e-04) 
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## Completing Iteration 112 (approx. per word bound = -4.099, relative change = 4.960e-04) 
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## Completing Iteration 113 (approx. per word bound = -4.097, relative change = 4.911e-04) 
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## Completing Iteration 114 (approx. per word bound = -4.095, relative change = 4.759e-04) 
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## Completing Iteration 115 (approx. per word bound = -4.093, relative change = 4.532e-04) 
## Topic 1: forc, defens, people’, peopl, turk 
##  Topic 2: r, rebel, kill, turkey, kurd 
##  Topic 3: --, european, blast, middl, neutral 
##  Topic 4: kill, turkish, pkk, milit, turkey 
##  Topic 5: turkish, kill, ankara, terrorist, secur 
##  Topic 6: kurdish, soldier, clash, two, one 
## ....................................................................................................
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## Completing Iteration 116 (approx. per word bound = -4.091, relative change = 4.285e-04) 
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## Completing Iteration 117 (approx. per word bound = -4.090, relative change = 4.070e-04) 
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## Completing Iteration 118 (approx. per word bound = -4.088, relative change = 3.902e-04) 
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## Completing Iteration 119 (approx. per word bound = -4.086, relative change = 3.821e-04) 
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## Completing Iteration 120 (approx. per word bound = -4.085, relative change = 3.854e-04) 
## Topic 1: forc, defens, people’, peopl, -- 
##  Topic 2: r, rebel, kill, turkey, kurd 
##  Topic 3: --, european, blast, secur, middl 
##  Topic 4: kill, turkish, pkk, milit, turkey 
##  Topic 5: turkish, kill, ankara, terrorist, secur 
##  Topic 6: kurdish, clash, soldier, two, one 
## ....................................................................................................
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## Completing Iteration 121 (approx. per word bound = -4.083, relative change = 3.891e-04) 
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## Completing Iteration 122 (approx. per word bound = -4.082, relative change = 3.811e-04) 
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## Completing Iteration 123 (approx. per word bound = -4.080, relative change = 3.648e-04) 
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## Completing Iteration 124 (approx. per word bound = -4.079, relative change = 3.485e-04) 
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## Completing Iteration 125 (approx. per word bound = -4.077, relative change = 3.340e-04) 
## Topic 1: forc, defens, people’, --, peopl 
##  Topic 2: kill, r, rebel, turkey, kurd 
##  Topic 3: --, european, blast, secur, middl 
##  Topic 4: kill, turkish, pkk, milit, turkey 
##  Topic 5: turkish, kill, ankara, terrorist, secur 
##  Topic 6: clash, soldier, kurdish, two, one 
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## Completing Iteration 126 (approx. per word bound = -4.076, relative change = 3.164e-04) 
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## Completing Iteration 127 (approx. per word bound = -4.075, relative change = 2.933e-04) 
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## Completing Iteration 128 (approx. per word bound = -4.074, relative change = 2.705e-04) 
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## Completing Iteration 129 (approx. per word bound = -4.073, relative change = 2.563e-04) 
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## Completing Iteration 130 (approx. per word bound = -4.072, relative change = 2.439e-04) 
## Topic 1: forc, defens, people’, --, peopl 
##  Topic 2: kill, r, rebel, turkey, kurd 
##  Topic 3: --, european, secur, blast, middl 
##  Topic 4: kill, turkish, pkk, milit, turkey 
##  Topic 5: turkish, kill, ankara, terrorist, secur 
##  Topic 6: clash, soldier, kurdish, two, one 
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## Completing Iteration 131 (approx. per word bound = -4.071, relative change = 2.316e-04) 
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## Completing Iteration 132 (approx. per word bound = -4.070, relative change = 2.249e-04) 
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## Completing Iteration 133 (approx. per word bound = -4.069, relative change = 2.265e-04) 
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## Completing Iteration 134 (approx. per word bound = -4.068, relative change = 2.324e-04) 
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## Completing Iteration 135 (approx. per word bound = -4.067, relative change = 2.341e-04) 
## Topic 1: forc, defens, people’, --, peopl 
##  Topic 2: kill, r, rebel, turkey, kurd 
##  Topic 3: --, european, secur, blast, forc 
##  Topic 4: kill, turkish, pkk, milit, turkey 
##  Topic 5: turkish, kill, ankara, terrorist, secur 
##  Topic 6: clash, soldier, two, kurdish, one 
## ....................................................................................................
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## Completing Iteration 136 (approx. per word bound = -4.066, relative change = 2.325e-04) 
## ....................................................................................................
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## Completing Iteration 137 (approx. per word bound = -4.065, relative change = 2.284e-04) 
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## Completing Iteration 138 (approx. per word bound = -4.064, relative change = 2.210e-04) 
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## Completing Iteration 139 (approx. per word bound = -4.064, relative change = 1.979e-04) 
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## Completing Iteration 140 (approx. per word bound = -4.063, relative change = 1.754e-04) 
## Topic 1: forc, defens, --, people’, peopl 
##  Topic 2: kill, r, rebel, turkey, kurd 
##  Topic 3: --, european, secur, forc, blast 
##  Topic 4: kill, turkish, pkk, milit, turkey 
##  Topic 5: turkish, kill, ankara, terrorist, f 
##  Topic 6: soldier, clash, two, kurdish, one 
## ....................................................................................................
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## Completing Iteration 141 (approx. per word bound = -4.062, relative change = 1.572e-04) 
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## Completing Iteration 142 (approx. per word bound = -4.062, relative change = 1.429e-04) 
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## Completing Iteration 143 (approx. per word bound = -4.061, relative change = 1.345e-04) 
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## Completing Iteration 144 (approx. per word bound = -4.061, relative change = 1.317e-04) 
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## Completing Iteration 145 (approx. per word bound = -4.060, relative change = 1.291e-04) 
## Topic 1: forc, defens, --, people’, peopl 
##  Topic 2: r, rebel, kill, turkey, kurd 
##  Topic 3: --, european, secur, forc, blast 
##  Topic 4: kill, turkish, pkk, milit, kurdish 
##  Topic 5: turkish, kill, ankara, terrorist, clash 
##  Topic 6: soldier, two, clash, kurdish, one 
## ....................................................................................................
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## Completing Iteration 146 (approx. per word bound = -4.060, relative change = 1.254e-04) 
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## Completing Iteration 147 (approx. per word bound = -4.059, relative change = 1.250e-04) 
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## Completing Iteration 148 (approx. per word bound = -4.059, relative change = 1.196e-04) 
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## Completing Iteration 149 (approx. per word bound = -4.058, relative change = 1.086e-04) 
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## Completing Iteration 150 (approx. per word bound = -4.058, relative change = 1.022e-04) 
## Topic 1: forc, defens, --, people’, peopl 
##  Topic 2: r, rebel, kill, turkey, kurd 
##  Topic 3: --, european, secur, turkey, forc 
##  Topic 4: kill, turkish, pkk, milit, kurdish 
##  Topic 5: turkish, kill, ankara, terrorist, clash 
##  Topic 6: soldier, two, clash, kurdish, one 
## ....................................................................................................
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## Completing Iteration 151 (approx. per word bound = -4.057, relative change = 9.842e-05) 
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## Completing Iteration 152 (approx. per word bound = -4.057, relative change = 9.525e-05) 
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## Completing Iteration 153 (approx. per word bound = -4.057, relative change = 9.422e-05) 
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## Completing Iteration 154 (approx. per word bound = -4.056, relative change = 9.560e-05) 
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## Completing Iteration 155 (approx. per word bound = -4.056, relative change = 9.887e-05) 
## Topic 1: forc, defens, --, people’, peopl 
##  Topic 2: r, rebel, kill, turkey, kurd 
##  Topic 3: --, european, secur, turkey, forc 
##  Topic 4: kill, turkish, pkk, milit, kurdish 
##  Topic 5: turkish, kill, ankara, terrorist, clash 
##  Topic 6: soldier, two, kurdish, clash, kill 
## ....................................................................................................
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## Completing Iteration 156 (approx. per word bound = -4.055, relative change = 1.041e-04) 
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## Completing Iteration 157 (approx. per word bound = -4.055, relative change = 1.112e-04) 
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## Completing Iteration 158 (approx. per word bound = -4.054, relative change = 1.197e-04) 
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## Completing Iteration 159 (approx. per word bound = -4.054, relative change = 1.317e-04) 
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## Completing Iteration 160 (approx. per word bound = -4.053, relative change = 1.495e-04) 
## Topic 1: forc, defens, --, people’, peopl 
##  Topic 2: r, rebel, kill, turkey, kurd 
##  Topic 3: --, european, turkey, secur, forc 
##  Topic 4: kill, turkish, pkk, milit, kurdish 
##  Topic 5: turkish, kill, ankara, terrorist, clash 
##  Topic 6: soldier, two, kurdish, clash, kill 
## ....................................................................................................
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## Completing Iteration 161 (approx. per word bound = -4.053, relative change = 1.754e-04) 
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## Completing Iteration 162 (approx. per word bound = -4.052, relative change = 2.147e-04) 
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## Completing Iteration 163 (approx. per word bound = -4.051, relative change = 2.735e-04) 
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## Completing Iteration 164 (approx. per word bound = -4.049, relative change = 3.466e-04) 
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## Completing Iteration 165 (approx. per word bound = -4.047, relative change = 4.027e-04) 
## Topic 1: forc, defens, --, people’, peopl 
##  Topic 2: r, rebel, kill, turkey, kurd 
##  Topic 3: --, european, turkey, secur, blast 
##  Topic 4: kill, turkish, pkk, milit, kurdish 
##  Topic 5: turkish, kill, ankara, terrorist, clash 
##  Topic 6: soldier, two, kurdish, kill, clash 
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## Completing Iteration 166 (approx. per word bound = -4.046, relative change = 3.953e-04) 
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## Completing Iteration 167 (approx. per word bound = -4.045, relative change = 3.300e-04) 
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## Completing Iteration 168 (approx. per word bound = -4.043, relative change = 2.627e-04) 
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## Completing Iteration 169 (approx. per word bound = -4.043, relative change = 2.192e-04) 
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## Completing Iteration 170 (approx. per word bound = -4.042, relative change = 1.924e-04) 
## Topic 1: forc, defens, --, people’, peopl 
##  Topic 2: r, rebel, kill, turkey, kurd 
##  Topic 3: --, european, turkey, secur, blast 
##  Topic 4: kill, turkish, pkk, milit, kurdish 
##  Topic 5: turkish, kill, ankara, terrorist, clash 
##  Topic 6: soldier, two, kill, kurdish, clash 
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## Completing Iteration 171 (approx. per word bound = -4.041, relative change = 1.760e-04) 
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## Completing Iteration 172 (approx. per word bound = -4.040, relative change = 1.634e-04) 
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## Completing Iteration 173 (approx. per word bound = -4.040, relative change = 1.543e-04) 
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## Completing Iteration 174 (approx. per word bound = -4.039, relative change = 1.479e-04) 
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## Completing Iteration 175 (approx. per word bound = -4.039, relative change = 1.416e-04) 
## Topic 1: forc, defens, --, people’, peopl 
##  Topic 2: r, rebel, kill, turkey, kurd 
##  Topic 3: --, european, turkey, secur, blast 
##  Topic 4: turkish, kill, pkk, milit, kurdish 
##  Topic 5: turkish, kill, ankara, terrorist, clash 
##  Topic 6: soldier, kill, two, kurdish, clash 
## ....................................................................................................
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## Completing Iteration 176 (approx. per word bound = -4.038, relative change = 1.298e-04) 
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## Completing Iteration 177 (approx. per word bound = -4.038, relative change = 1.184e-04) 
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## Completing Iteration 178 (approx. per word bound = -4.037, relative change = 1.108e-04) 
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## Completing Iteration 179 (approx. per word bound = -4.037, relative change = 1.059e-04) 
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## Completing Iteration 180 (approx. per word bound = -4.036, relative change = 1.027e-04) 
## Topic 1: forc, defens, --, people’, peopl 
##  Topic 2: r, rebel, kill, turkey, kurd 
##  Topic 3: --, european, turkey, secur, blast 
##  Topic 4: turkish, kill, pkk, milit, kurdish 
##  Topic 5: turkish, kill, ankara, terrorist, clash 
##  Topic 6: soldier, kill, two, kurdish, clash 
## ....................................................................................................
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## Completing Iteration 181 (approx. per word bound = -4.036, relative change = 1.009e-04) 
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## Completing Iteration 185 (approx. per word bound = -4.034, relative change = 1.072e-04) 
## Topic 1: forc, defens, --, people’, peopl 
##  Topic 2: r, rebel, kill, turkey, kurd 
##  Topic 3: --, turkey, european, secur, blast 
##  Topic 4: turkish, kill, pkk, milit, kurdish 
##  Topic 5: turkish, kill, ankara, terrorist, clash 
##  Topic 6: soldier, kill, two, kurdish, clash 
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## Completing Iteration 186 (approx. per word bound = -4.034, relative change = 1.173e-04) 
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## Completing Iteration 190 (approx. per word bound = -4.032, relative change = 1.295e-04) 
## Topic 1: forc, defens, --, people’, peopl 
##  Topic 2: r, rebel, kill, turkey, kurd 
##  Topic 3: --, turkey, european, secur, blast 
##  Topic 4: turkish, kill, pkk, milit, kurdish 
##  Topic 5: turkish, kill, ankara, terrorist, clash 
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## Topic 1: forc, defens, --, people’, peopl 
##  Topic 2: r, rebel, kill, turkey, kurd 
##  Topic 3: --, turkey, european, secur, blast 
##  Topic 4: kill, turkish, pkk, milit, kurdish 
##  Topic 5: turkish, kill, ankara, terrorist, clash 
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## Topic 1: forc, defens, --, people’, peopl 
##  Topic 2: r, rebel, kill, turkey, kurd 
##  Topic 3: --, turkey, european, secur, oper 
##  Topic 4: kill, turkish, pkk, milit, kurdish 
##  Topic 5: turkish, kill, ankara, terrorist, clash 
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## Topic 1: forc, defens, --, people’, peopl 
##  Topic 2: r, rebel, kill, turkey, kurd 
##  Topic 3: --, turkey, european, secur, oper 
##  Topic 4: kill, turkish, pkk, milit, kurdish 
##  Topic 5: turkish, kill, ankara, terrorist, clash 
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## Topic 1: forc, defens, --, people’, peopl 
##  Topic 2: r, rebel, kill, turkey, kurd 
##  Topic 3: --, turkey, european, secur, oper 
##  Topic 4: kill, turkish, pkk, milit, kurdish 
##  Topic 5: turkish, kill, ankara, terrorist, clash 
##  Topic 6: soldier, kill, kurdish, two, turkish 
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## Completing Iteration 211 (approx. per word bound = -4.022, relative change = 1.298e-04) 
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## Completing Iteration 215 (approx. per word bound = -4.018, relative change = 1.794e-04) 
## Topic 1: forc, defens, --, people’, peopl 
##  Topic 2: r, kill, rebel, turkey, kurd 
##  Topic 3: --, turkey, european, secur, oper 
##  Topic 4: kill, turkish, pkk, milit, kurdish 
##  Topic 5: turkish, kill, ankara, terrorist, clash 
##  Topic 6: soldier, kill, kurdish, turkish, two 
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## Completing Iteration 216 (approx. per word bound = -4.018, relative change = 1.307e-04) 
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## Completing Iteration 220 (approx. per word bound = -4.016, relative change = 1.049e-04) 
## Topic 1: forc, defens, --, people’, peopl 
##  Topic 2: r, kill, rebel, turkey, kurd 
##  Topic 3: --, turkey, european, secur, oper 
##  Topic 4: kill, turkish, pkk, milit, kurdish 
##  Topic 5: turkish, kill, ankara, terrorist, clash 
##  Topic 6: soldier, kill, kurdish, turkish, two 
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## Completing Iteration 221 (approx. per word bound = -4.016, relative change = 9.650e-05) 
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## Completing Iteration 225 (approx. per word bound = -4.014, relative change = 8.377e-05) 
## Topic 1: forc, defens, --, people’, peopl 
##  Topic 2: r, kill, rebel, turkey, kurd 
##  Topic 3: --, turkey, european, secur, oper 
##  Topic 4: kill, turkish, pkk, milit, kurdish 
##  Topic 5: turkish, kill, ankara, terrorist, clash 
##  Topic 6: soldier, kill, kurdish, turkish, two 
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## Completing Iteration 226 (approx. per word bound = -4.014, relative change = 8.237e-05) 
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## Completing Iteration 230 (approx. per word bound = -4.013, relative change = 7.910e-05) 
## Topic 1: forc, --, defens, people’, peopl 
##  Topic 2: r, kill, rebel, turkey, kurd 
##  Topic 3: --, turkey, european, secur, oper 
##  Topic 4: kill, turkish, pkk, milit, kurdish 
##  Topic 5: turkish, kill, ankara, terrorist, clash 
##  Topic 6: kill, soldier, kurdish, turkish, rebel 
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## Completing Iteration 231 (approx. per word bound = -4.012, relative change = 7.736e-05) 
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## Completing Iteration 232 (approx. per word bound = -4.012, relative change = 7.545e-05) 
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## Completing Iteration 233 (approx. per word bound = -4.012, relative change = 7.402e-05) 
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## Completing Iteration 234 (approx. per word bound = -4.011, relative change = 7.337e-05) 
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## Completing Iteration 235 (approx. per word bound = -4.011, relative change = 7.488e-05) 
## Topic 1: forc, --, defens, people’, peopl 
##  Topic 2: r, kill, rebel, turkey, kurd 
##  Topic 3: --, turkey, european, secur, oper 
##  Topic 4: kill, turkish, pkk, milit, kurdish 
##  Topic 5: turkish, kill, ankara, terrorist, clash 
##  Topic 6: kill, soldier, kurdish, turkish, rebel 
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## Completing Iteration 236 (approx. per word bound = -4.011, relative change = 7.934e-05) 
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## Completing Iteration 237 (approx. per word bound = -4.010, relative change = 7.858e-05) 
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## Completing Iteration 238 (approx. per word bound = -4.010, relative change = 7.191e-05) 
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## Completing Iteration 239 (approx. per word bound = -4.010, relative change = 6.558e-05) 
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## Completing Iteration 240 (approx. per word bound = -4.010, relative change = 6.459e-05) 
## Topic 1: forc, --, defens, people’, peopl 
##  Topic 2: r, kill, rebel, turkey, kurd 
##  Topic 3: --, turkey, european, secur, oper 
##  Topic 4: kill, turkish, pkk, milit, -- 
##  Topic 5: turkish, kill, ankara, terrorist, clash 
##  Topic 6: kill, soldier, kurdish, turkish, rebel 
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## Completing Iteration 241 (approx. per word bound = -4.009, relative change = 6.371e-05) 
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## Completing Iteration 242 (approx. per word bound = -4.009, relative change = 6.359e-05) 
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## Completing Iteration 243 (approx. per word bound = -4.009, relative change = 6.400e-05) 
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## Completing Iteration 244 (approx. per word bound = -4.009, relative change = 6.186e-05) 
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## Completing Iteration 245 (approx. per word bound = -4.008, relative change = 5.804e-05) 
## Topic 1: forc, --, defens, people’, peopl 
##  Topic 2: r, kill, rebel, turkey, kurd 
##  Topic 3: --, turkey, european, secur, oper 
##  Topic 4: kill, turkish, pkk, milit, -- 
##  Topic 5: turkish, ankara, kill, terrorist, clash 
##  Topic 6: kill, soldier, kurdish, turkish, rebel 
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## Completing Iteration 246 (approx. per word bound = -4.008, relative change = 5.393e-05) 
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## Completing Iteration 247 (approx. per word bound = -4.008, relative change = 5.011e-05) 
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## Completing Iteration 248 (approx. per word bound = -4.008, relative change = 4.737e-05) 
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## Completing Iteration 249 (approx. per word bound = -4.008, relative change = 4.556e-05) 
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## Completing Iteration 250 (approx. per word bound = -4.007, relative change = 4.406e-05) 
## Topic 1: forc, --, defens, people’, peopl 
##  Topic 2: r, kill, rebel, turkey, kurd 
##  Topic 3: --, turkey, european, secur, oper 
##  Topic 4: kill, turkish, pkk, --, milit 
##  Topic 5: turkish, ankara, kill, terrorist, clash 
##  Topic 6: kill, soldier, kurdish, turkish, rebel 
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## Completing Iteration 251 (approx. per word bound = -4.007, relative change = 4.302e-05) 
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## Completing Iteration 252 (approx. per word bound = -4.007, relative change = 4.222e-05) 
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## Completing Iteration 253 (approx. per word bound = -4.007, relative change = 4.182e-05) 
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## Completing Iteration 254 (approx. per word bound = -4.007, relative change = 4.095e-05) 
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## Completing Iteration 255 (approx. per word bound = -4.007, relative change = 3.941e-05) 
## Topic 1: forc, --, defens, people’, peopl 
##  Topic 2: r, kill, rebel, turkey, kurd 
##  Topic 3: --, turkey, european, secur, oper 
##  Topic 4: kill, turkish, pkk, --, milit 
##  Topic 5: turkish, ankara, kill, terrorist, clash 
##  Topic 6: kill, soldier, kurdish, turkish, rebel 
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## Completing Iteration 256 (approx. per word bound = -4.006, relative change = 3.826e-05) 
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## Completing Iteration 257 (approx. per word bound = -4.006, relative change = 3.753e-05) 
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## Completing Iteration 258 (approx. per word bound = -4.006, relative change = 3.725e-05) 
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## Completing Iteration 259 (approx. per word bound = -4.006, relative change = 3.744e-05) 
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## Completing Iteration 260 (approx. per word bound = -4.006, relative change = 3.891e-05) 
## Topic 1: forc, --, defens, people’, peopl 
##  Topic 2: r, kill, rebel, turkey, kurd 
##  Topic 3: --, turkey, european, secur, oper 
##  Topic 4: kill, turkish, pkk, --, milit 
##  Topic 5: turkish, ankara, kill, terrorist, clash 
##  Topic 6: kill, soldier, kurdish, turkish, rebel 
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## Completing Iteration 261 (approx. per word bound = -4.006, relative change = 4.053e-05) 
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## Completing Iteration 262 (approx. per word bound = -4.006, relative change = 4.384e-05) 
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## Completing Iteration 263 (approx. per word bound = -4.005, relative change = 5.055e-05) 
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## Completing Iteration 264 (approx. per word bound = -4.005, relative change = 5.624e-05) 
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## Completing Iteration 265 (approx. per word bound = -4.005, relative change = 6.250e-05) 
## Topic 1: forc, --, defens, people’, peopl 
##  Topic 2: r, kill, rebel, turkey, kurd 
##  Topic 3: --, turkey, european, secur, oper 
##  Topic 4: kill, turkish, pkk, --, milit 
##  Topic 5: turkish, ankara, kill, terrorist, clash 
##  Topic 6: kill, soldier, kurdish, turkish, rebel 
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## Completing Iteration 266 (approx. per word bound = -4.005, relative change = 7.574e-05) 
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## Completing Iteration 267 (approx. per word bound = -4.004, relative change = 6.746e-05) 
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## Completing Iteration 268 (approx. per word bound = -4.004, relative change = 4.152e-05) 
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## Completing Iteration 269 (approx. per word bound = -4.004, relative change = 3.580e-05) 
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## Completing Iteration 270 (approx. per word bound = -4.004, relative change = 3.601e-05) 
## Topic 1: --, forc, defens, people’, peopl 
##  Topic 2: r, kill, rebel, turkey, kurd 
##  Topic 3: --, turkey, european, secur, oper 
##  Topic 4: kill, turkish, pkk, --, milit 
##  Topic 5: turkish, ankara, kill, terrorist, clash 
##  Topic 6: kill, soldier, kurdish, turkish, rebel 
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## Completing Iteration 271 (approx. per word bound = -4.004, relative change = 3.762e-05) 
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## Completing Iteration 272 (approx. per word bound = -4.004, relative change = 3.749e-05) 
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## Completing Iteration 273 (approx. per word bound = -4.003, relative change = 3.597e-05) 
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## Completing Iteration 274 (approx. per word bound = -4.003, relative change = 3.471e-05) 
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## Completing Iteration 275 (approx. per word bound = -4.003, relative change = 3.296e-05) 
## Topic 1: --, forc, defens, people’, peopl 
##  Topic 2: r, kill, rebel, turkey, kurd 
##  Topic 3: --, turkey, european, secur, oper 
##  Topic 4: kill, turkish, pkk, --, milit 
##  Topic 5: turkish, ankara, kill, terrorist, clash 
##  Topic 6: kill, soldier, kurdish, turkish, rebel 
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## Completing Iteration 276 (approx. per word bound = -4.003, relative change = 3.178e-05) 
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## Completing Iteration 277 (approx. per word bound = -4.003, relative change = 3.092e-05) 
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## Completing Iteration 278 (approx. per word bound = -4.003, relative change = 3.073e-05) 
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## Completing Iteration 279 (approx. per word bound = -4.003, relative change = 3.028e-05) 
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## Completing Iteration 280 (approx. per word bound = -4.002, relative change = 2.960e-05) 
## Topic 1: --, forc, defens, people’, peopl 
##  Topic 2: r, kill, turkey, rebel, kurd 
##  Topic 3: --, turkey, european, secur, oper 
##  Topic 4: kill, turkish, pkk, --, milit 
##  Topic 5: turkish, ankara, kill, terrorist, clash 
##  Topic 6: kill, soldier, turkish, kurdish, rebel 
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## Topic 1: --, forc, defens, people’, peopl 
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##  Topic 4: kill, turkish, pkk, --, milit 
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## Topic 1: --, forc, defens, people’, peopl 
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## Topic 1: --, forc, defens, people’, peopl 
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## Topic 1: --, forc, defens, people’, peopl 
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## Topic 1: --, forc, defens, people’, peopl 
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## Topic 1: --, forc, defens, people’, peopl 
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## Topic 1: --, forc, defens, people’, peopl 
##  Topic 2: r, kill, turkey, rebel, kurd 
##  Topic 3: --, turkey, european, secur, oper 
##  Topic 4: kill, turkish, pkk, --, milit 
##  Topic 5: turkish, ankara, kill, terrorist, clash 
##  Topic 6: kill, soldier, turkish, kurdish, rebel 
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## Completing Iteration 320 (approx. per word bound = -3.998, relative change = 3.008e-05) 
## Topic 1: --, forc, defens, people’, peopl 
##  Topic 2: r, kill, turkey, rebel, kurd 
##  Topic 3: --, turkey, european, secur, oper 
##  Topic 4: kill, turkish, --, pkk, milit 
##  Topic 5: turkish, ankara, kill, terrorist, clash 
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## Topic 1: --, forc, defens, people’, peopl 
##  Topic 2: r, kill, turkey, rebel, kurd 
##  Topic 3: --, turkey, european, secur, oper 
##  Topic 4: kill, turkish, --, pkk, milit 
##  Topic 5: turkish, ankara, kill, terrorist, clash 
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## Completing Iteration 330 (approx. per word bound = -3.997, relative change = 3.668e-05) 
## Topic 1: --, forc, defens, people’, peopl 
##  Topic 2: r, kill, turkey, rebel, kurd 
##  Topic 3: --, turkey, european, secur, oper 
##  Topic 4: kill, turkish, --, pkk, milit 
##  Topic 5: turkish, ankara, kill, terrorist, clash 
##  Topic 6: kill, soldier, turkish, kurdish, rebel 
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## Completing Iteration 331 (approx. per word bound = -3.997, relative change = 4.823e-05) 
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## Completing Iteration 335 (approx. per word bound = -3.995, relative change = 1.294e-04) 
## Topic 1: --, forc, defens, people’, peopl 
##  Topic 2: r, kill, turkey, rebel, kurd 
##  Topic 3: --, turkey, european, secur, eur 
##  Topic 4: kill, turkish, --, pkk, milit 
##  Topic 5: turkish, ankara, kill, terrorist, clash 
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## Completing Iteration 340 (approx. per word bound = -3.995, relative change = 1.979e-05) 
## Topic 1: --, forc, defens, people’, peopl 
##  Topic 2: r, kill, turkey, rebel, kurd 
##  Topic 3: --, turkey, european, secur, eur 
##  Topic 4: kill, turkish, --, pkk, milit 
##  Topic 5: turkish, ankara, kill, terrorist, clash 
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## Completing Iteration 345 (approx. per word bound = -3.994, relative change = 2.009e-05) 
## Topic 1: --, forc, defens, people’, peopl 
##  Topic 2: r, kill, turkey, rebel, kurd 
##  Topic 3: --, turkey, european, secur, eur 
##  Topic 4: kill, turkish, --, pkk, milit 
##  Topic 5: turkish, ankara, kill, terrorist, clash 
##  Topic 6: kill, soldier, turkish, kurdish, rebel 
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## Completing Iteration 346 (approx. per word bound = -3.994, relative change = 2.044e-05) 
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## Completing Iteration 350 (approx. per word bound = -3.994, relative change = 2.167e-05) 
## Topic 1: --, forc, defens, people’, peopl 
##  Topic 2: r, turkey, kill, rebel, kurd 
##  Topic 3: --, turkey, european, secur, eur 
##  Topic 4: kill, turkish, --, pkk, milit 
##  Topic 5: turkish, ankara, kill, terrorist, clash 
##  Topic 6: kill, soldier, turkish, kurdish, rebel 
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## Completing Iteration 351 (approx. per word bound = -3.994, relative change = 2.127e-05) 
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## Completing Iteration 355 (approx. per word bound = -3.993, relative change = 1.859e-05) 
## Topic 1: --, forc, defens, people’, peopl 
##  Topic 2: r, turkey, kill, rebel, kurd 
##  Topic 3: --, turkey, european, secur, eur 
##  Topic 4: kill, turkish, --, pkk, milit 
##  Topic 5: turkish, ankara, kill, terrorist, clash 
##  Topic 6: kill, soldier, turkish, kurdish, rebel 
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## Completing Iteration 356 (approx. per word bound = -3.993, relative change = 1.848e-05) 
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## Completing Iteration 357 (approx. per word bound = -3.993, relative change = 1.823e-05) 
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## Completing Iteration 359 (approx. per word bound = -3.993, relative change = 1.785e-05) 
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## Completing Iteration 360 (approx. per word bound = -3.993, relative change = 1.792e-05) 
## Topic 1: --, forc, defens, people’, peopl 
##  Topic 2: r, turkey, kill, rebel, kurd 
##  Topic 3: --, turkey, european, secur, eur 
##  Topic 4: kill, turkish, --, pkk, milit 
##  Topic 5: turkish, ankara, kill, terrorist, clash 
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## Completing Iteration 361 (approx. per word bound = -3.993, relative change = 1.813e-05) 
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## Completing Iteration 362 (approx. per word bound = -3.993, relative change = 1.840e-05) 
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## Completing Iteration 365 (approx. per word bound = -3.993, relative change = 2.003e-05) 
## Topic 1: --, forc, defens, people’, peopl 
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##  Topic 3: --, turkey, european, secur, eur 
##  Topic 4: kill, turkish, --, pkk, milit 
##  Topic 5: turkish, ankara, kill, terrorist, clash 
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## Completing Iteration 366 (approx. per word bound = -3.992, relative change = 2.110e-05) 
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## Completing Iteration 367 (approx. per word bound = -3.992, relative change = 2.163e-05) 
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## Completing Iteration 369 (approx. per word bound = -3.992, relative change = 2.186e-05) 
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## Completing Iteration 370 (approx. per word bound = -3.992, relative change = 2.164e-05) 
## Topic 1: --, forc, defens, people’, peopl 
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##  Topic 3: --, turkey, european, secur, eur 
##  Topic 4: kill, turkish, --, pkk, milit 
##  Topic 5: turkish, ankara, kill, terrorist, clash 
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## Completing Iteration 371 (approx. per word bound = -3.992, relative change = 2.192e-05) 
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## Completing Iteration 372 (approx. per word bound = -3.992, relative change = 2.271e-05) 
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## Completing Iteration 373 (approx. per word bound = -3.992, relative change = 2.406e-05) 
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## Completing Iteration 375 (approx. per word bound = -3.992, relative change = 2.879e-05) 
## Topic 1: --, forc, defens, people’, peopl 
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##  Topic 3: --, turkey, european, secur, eur 
##  Topic 4: kill, turkish, --, pkk, milit 
##  Topic 5: turkish, ankara, kill, terrorist, clash 
##  Topic 6: kill, kurdish, turkish, soldier, rebel 
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## Completing Iteration 376 (approx. per word bound = -3.992, relative change = 2.418e-05) 
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## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 380 (approx. per word bound = -3.991, relative change = 1.784e-05) 
## Topic 1: --, forc, defens, people’, peopl 
##  Topic 2: r, turkey, kill, rebel, kurd 
##  Topic 3: --, turkey, european, secur, eur 
##  Topic 4: kill, turkish, --, pkk, milit 
##  Topic 5: turkish, ankara, kill, terrorist, clash 
##  Topic 6: kill, kurdish, turkish, soldier, rebel 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 381 (approx. per word bound = -3.991, relative change = 1.711e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 382 (approx. per word bound = -3.991, relative change = 1.656e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 383 (approx. per word bound = -3.991, relative change = 1.565e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 384 (approx. per word bound = -3.991, relative change = 1.550e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 385 (approx. per word bound = -3.991, relative change = 1.482e-05) 
## Topic 1: --, forc, defens, people’, peopl 
##  Topic 2: r, turkey, kill, rebel, kurd 
##  Topic 3: --, turkey, european, secur, eur 
##  Topic 4: kill, turkish, --, pkk, milit 
##  Topic 5: turkish, ankara, kill, terrorist, clash 
##  Topic 6: kill, kurdish, turkish, soldier, rebel 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 386 (approx. per word bound = -3.991, relative change = 1.432e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 387 (approx. per word bound = -3.991, relative change = 1.368e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 388 (approx. per word bound = -3.991, relative change = 1.327e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 389 (approx. per word bound = -3.991, relative change = 1.306e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 390 (approx. per word bound = -3.991, relative change = 1.269e-05) 
## Topic 1: --, forc, defens, people’, peopl 
##  Topic 2: r, turkey, kill, rebel, kurd 
##  Topic 3: --, turkey, european, secur, eur 
##  Topic 4: kill, turkish, --, pkk, milit 
##  Topic 5: turkish, ankara, kill, terrorist, clash 
##  Topic 6: kill, kurdish, turkish, soldier, rebel 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 391 (approx. per word bound = -3.991, relative change = 1.311e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 392 (approx. per word bound = -3.991, relative change = 1.358e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 393 (approx. per word bound = -3.991, relative change = 1.491e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 394 (approx. per word bound = -3.990, relative change = 1.585e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 395 (approx. per word bound = -3.990, relative change = 1.540e-05) 
## Topic 1: --, forc, defens, people’, peopl 
##  Topic 2: r, turkey, kill, rebel, kurd 
##  Topic 3: --, turkey, european, secur, eur 
##  Topic 4: kill, turkish, --, pkk, milit 
##  Topic 5: turkish, ankara, kill, terrorist, clash 
##  Topic 6: kill, kurdish, turkish, soldier, rebel 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 396 (approx. per word bound = -3.990, relative change = 1.410e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 397 (approx. per word bound = -3.990, relative change = 1.343e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 398 (approx. per word bound = -3.990, relative change = 1.284e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 399 (approx. per word bound = -3.990, relative change = 1.285e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 400 (approx. per word bound = -3.990, relative change = 1.234e-05) 
## Topic 1: --, forc, defens, people’, peopl 
##  Topic 2: r, turkey, kill, rebel, kurd 
##  Topic 3: --, turkey, european, secur, eur 
##  Topic 4: kill, turkish, --, pkk, milit 
##  Topic 5: turkish, ankara, kill, terrorist, clash 
##  Topic 6: kill, kurdish, turkish, soldier, rebel 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 401 (approx. per word bound = -3.990, relative change = 1.178e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 402 (approx. per word bound = -3.990, relative change = 1.142e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 403 (approx. per word bound = -3.990, relative change = 1.124e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 404 (approx. per word bound = -3.990, relative change = 1.116e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 405 (approx. per word bound = -3.990, relative change = 1.099e-05) 
## Topic 1: --, forc, defens, people’, peopl 
##  Topic 2: r, turkey, kill, rebel, kurd 
##  Topic 3: --, turkey, european, secur, eur 
##  Topic 4: kill, turkish, --, pkk, milit 
##  Topic 5: turkish, ankara, kill, terrorist, clash 
##  Topic 6: kill, kurdish, turkish, soldier, rebel 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 406 (approx. per word bound = -3.990, relative change = 1.093e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 407 (approx. per word bound = -3.990, relative change = 1.053e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 408 (approx. per word bound = -3.990, relative change = 1.029e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      .......
##   Recovering initialization...
##      ..................
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.983) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.734, relative change = 4.989e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.625, relative change = 2.319e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.564, relative change = 1.313e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.524, relative change = 8.718e-03) 
## Topic 1: ankara, terrorist, attack, anatolia, clash 
##  Topic 2: turkey, rebel, forc, say, secur 
##  Topic 3: troop, pkk, iraq, turk, _f 
##  Topic 4: --, turkish, soldier, kill, defens 
##  Topic 5: kill, r, turkish, kurd, clash 
##  Topic 6: kurdish, dead, peopl, five, bomb 
##  Topic 7: two, three, violenc, die, oper 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.493, relative change = 6.795e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.466, relative change = 6.009e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.442, relative change = 5.395e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.424, relative change = 4.199e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.409, relative change = 3.318e-03) 
## Topic 1: ankara, terrorist, attack, anatolia, jun 
##  Topic 2: turkey, rebel, secur, say, forc 
##  Topic 3: troop, pkk, iraq, turk, european 
##  Topic 4: --, soldier, forc, defens, people’ 
##  Topic 5: kill, turkish, r, kurd, clash 
##  Topic 6: kurdish, dead, peopl, five, bomb 
##  Topic 7: two, three, violenc, die, oper 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.396, relative change = 2.803e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.385, relative change = 2.634e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.374, relative change = 2.479e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.363, relative change = 2.443e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.353, relative change = 2.311e-03) 
## Topic 1: ankara, terrorist, attack, anatolia, jun 
##  Topic 2: turkey, rebel, secur, say, forc 
##  Topic 3: troop, pkk, iraq, european, turk 
##  Topic 4: --, forc, soldier, defens, people’ 
##  Topic 5: kill, turkish, r, kurd, clash 
##  Topic 6: kurdish, dead, peopl, five, bomb 
##  Topic 7: two, three, violenc, die, oper 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.345, relative change = 1.956e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -4.337, relative change = 1.706e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -4.331, relative change = 1.549e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -4.324, relative change = 1.498e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.317, relative change = 1.554e-03) 
## Topic 1: ankara, terrorist, attack, anatolia, jun 
##  Topic 2: turkey, rebel, secur, say, forc 
##  Topic 3: troop, pkk, iraq, european, turk 
##  Topic 4: --, forc, soldier, defens, people’ 
##  Topic 5: kill, turkish, r, kurd, clash 
##  Topic 6: kurdish, dead, peopl, five, bomb 
##  Topic 7: two, three, violenc, die, oper 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.310, relative change = 1.784e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -4.301, relative change = 2.062e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -4.291, relative change = 2.300e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -4.280, relative change = 2.471e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -4.270, relative change = 2.452e-03) 
## Topic 1: ankara, terrorist, anatolia, f, clash 
##  Topic 2: turkey, rebel, say, secur, forc 
##  Topic 3: pkk, iraq, troop, european, turk 
##  Topic 4: --, forc, defens, people’, soldier 
##  Topic 5: kill, turkish, r, kurd, clash 
##  Topic 6: kurdish, dead, peopl, five, bomb 
##  Topic 7: two, three, violenc, die, militari 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -4.260, relative change = 2.223e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -4.252, relative change = 1.912e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -4.245, relative change = 1.714e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -4.238, relative change = 1.556e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -4.232, relative change = 1.416e-03) 
## Topic 1: ankara, terrorist, f, anatolia, clash 
##  Topic 2: turkey, rebel, say, forc, secur 
##  Topic 3: pkk, iraq, european, turk, strike 
##  Topic 4: --, forc, defens, people’, turkish 
##  Topic 5: kill, turkish, r, kurd, clash 
##  Topic 6: kurdish, dead, peopl, bomb, five 
##  Topic 7: two, three, violenc, attack, die 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -4.227, relative change = 1.212e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -4.223, relative change = 9.491e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -4.220, relative change = 7.720e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -4.217, relative change = 7.361e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -4.214, relative change = 7.407e-04) 
## Topic 1: ankara, terrorist, f, anatolia, clash 
##  Topic 2: turkey, rebel, say, forc, clash 
##  Topic 3: pkk, iraq, european, milit, turk 
##  Topic 4: --, forc, defens, people’, turkish 
##  Topic 5: kill, turkish, r, kurd, clash 
##  Topic 6: kurdish, dead, peopl, bomb, five 
##  Topic 7: two, attack, three, violenc, die 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -4.211, relative change = 7.083e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -4.208, relative change = 7.269e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -4.205, relative change = 6.858e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -4.202, relative change = 7.336e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -4.198, relative change = 7.959e-04) 
## Topic 1: ankara, terrorist, f, clash, anatolia 
##  Topic 2: turkey, rebel, say, clash, forc 
##  Topic 3: pkk, milit, iraq, european, turk 
##  Topic 4: --, forc, defens, people’, turkish 
##  Topic 5: kill, turkish, r, kurd, troop 
##  Topic 6: kurdish, dead, peopl, bomb, five 
##  Topic 7: two, attack, three, soldier, violenc 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -4.195, relative change = 8.968e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -4.190, relative change = 9.878e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -4.186, relative change = 9.940e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -4.182, relative change = 9.099e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -4.179, relative change = 8.949e-04) 
## Topic 1: ankara, terrorist, turkish, f, clash 
##  Topic 2: turkey, rebel, say, clash, four 
##  Topic 3: pkk, milit, iraq, european, strike 
##  Topic 4: --, forc, defens, people’, turkish 
##  Topic 5: kill, r, turkish, kurd, troop 
##  Topic 6: kurdish, dead, peopl, bomb, five 
##  Topic 7: two, soldier, attack, three, violenc 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -4.175, relative change = 7.957e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -4.172, relative change = 7.696e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -4.169, relative change = 7.331e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -4.166, relative change = 6.721e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -4.164, relative change = 6.458e-04) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkey, rebel, say, clash, four 
##  Topic 3: pkk, milit, iraq, european, armi 
##  Topic 4: --, forc, defens, turkish, people’ 
##  Topic 5: kill, r, turkish, kurd, troop 
##  Topic 6: kurdish, peopl, bomb, dead, five 
##  Topic 7: soldier, two, attack, kill, three 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -4.161, relative change = 6.079e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -4.159, relative change = 6.050e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -4.156, relative change = 6.066e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -4.154, relative change = 5.870e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -4.151, relative change = 6.015e-04) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkey, rebel, clash, say, four 
##  Topic 3: pkk, milit, iraq, european, armi 
##  Topic 4: --, forc, defens, people’, turkish 
##  Topic 5: kill, r, turkish, kurd, troop 
##  Topic 6: kurdish, peopl, bomb, five, dead 
##  Topic 7: soldier, kill, two, attack, three 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -4.148, relative change = 6.621e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 57 (approx. per word bound = -4.145, relative change = 7.590e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 58 (approx. per word bound = -4.142, relative change = 8.729e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 59 (approx. per word bound = -4.138, relative change = 9.207e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 60 (approx. per word bound = -4.134, relative change = 9.276e-04) 
## Topic 1: ankara, turkish, terrorist, clash, kill 
##  Topic 2: turkey, rebel, clash, say, four 
##  Topic 3: pkk, milit, turkish, iraq, european 
##  Topic 4: --, forc, defens, people’, turkish 
##  Topic 5: kill, r, turkish, kurd, troop 
##  Topic 6: kurdish, peopl, bomb, five, offici 
##  Topic 7: kill, soldier, two, attack, three 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 61 (approx. per word bound = -4.130, relative change = 9.459e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 62 (approx. per word bound = -4.126, relative change = 9.578e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 63 (approx. per word bound = -4.123, relative change = 8.094e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 64 (approx. per word bound = -4.120, relative change = 7.659e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 65 (approx. per word bound = -4.117, relative change = 7.353e-04) 
## Topic 1: turkish, ankara, kill, terrorist, clash 
##  Topic 2: turkey, rebel, clash, say, four 
##  Topic 3: turkish, pkk, milit, iraq, european 
##  Topic 4: --, forc, defens, people’, secur 
##  Topic 5: kill, r, kurd, turkish, troop 
##  Topic 6: kurdish, peopl, five, offici, bomb 
##  Topic 7: kill, soldier, two, attack, three 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 66 (approx. per word bound = -4.114, relative change = 6.761e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 67 (approx. per word bound = -4.111, relative change = 5.930e-04) 
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## Completing Iteration 70 (approx. per word bound = -4.105, relative change = 4.919e-04) 
## Topic 1: turkish, ankara, kill, terrorist, clash 
##  Topic 2: turkey, rebel, clash, say, four 
##  Topic 3: turkish, pkk, milit, kill, iraq 
##  Topic 4: --, forc, defens, people’, secur 
##  Topic 5: kill, r, kurd, turkish, troop 
##  Topic 6: kurdish, peopl, five, offici, roj 
##  Topic 7: kill, soldier, two, attack, three 
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## Completing Iteration 71 (approx. per word bound = -4.103, relative change = 4.893e-04) 
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## Completing Iteration 75 (approx. per word bound = -4.095, relative change = 4.646e-04) 
## Topic 1: turkish, ankara, kill, terrorist, clash 
##  Topic 2: turkey, rebel, clash, say, four 
##  Topic 3: pkk, turkish, milit, kill, iraq 
##  Topic 4: --, forc, defens, people’, secur 
##  Topic 5: kill, r, kurd, turkish, troop 
##  Topic 6: kurdish, peopl, five, offici, roj 
##  Topic 7: kill, soldier, turkish, attack, two 
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## Completing Iteration 76 (approx. per word bound = -4.093, relative change = 5.125e-04) 
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## Topic 1: turkish, ankara, kill, terrorist, clash 
##  Topic 2: turkey, rebel, clash, say, four 
##  Topic 3: --, pkk, turkish, milit, kill 
##  Topic 4: --, forc, defens, people’, peopl 
##  Topic 5: kill, r, kurd, turkish, troop 
##  Topic 6: kurdish, five, peopl, offici, roj 
##  Topic 7: kill, soldier, turkish, attack, two 
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## Completing Iteration 85 (approx. per word bound = -4.065, relative change = 8.652e-04) 
## Topic 1: turkish, ankara, kill, terrorist, clash 
##  Topic 2: turkey, rebel, clash, say, four 
##  Topic 3: --, pkk, turkish, milit, kill 
##  Topic 4: --, forc, defens, people’, peopl 
##  Topic 5: r, kill, kurd, turkish, troop 
##  Topic 6: kurdish, five, peopl, offici, roj 
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## Completing Iteration 90 (approx. per word bound = -4.050, relative change = 5.317e-04) 
## Topic 1: turkish, ankara, kill, terrorist, clash 
##  Topic 2: rebel, turkey, clash, say, dead 
##  Topic 3: --, pkk, turkish, milit, kill 
##  Topic 4: --, forc, defens, people’, peopl 
##  Topic 5: r, kill, kurd, turkish, troop 
##  Topic 6: kurdish, five, peopl, offici, roj 
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## Completing Iteration 91 (approx. per word bound = -4.048, relative change = 4.429e-04) 
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## Topic 1: turkish, ankara, kill, terrorist, clash 
##  Topic 2: rebel, turkey, clash, say, dead 
##  Topic 3: --, pkk, turkish, milit, kill 
##  Topic 4: --, forc, defens, people’, peopl 
##  Topic 5: r, kill, kurd, troop, turkish 
##  Topic 6: kurdish, five, peopl, offici, roj 
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## Completing Iteration 100 (approx. per word bound = -4.037, relative change = 3.069e-04) 
## Topic 1: turkish, ankara, kill, terrorist, clash 
##  Topic 2: rebel, turkey, clash, say, dead 
##  Topic 3: --, pkk, milit, turkish, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, kurd, troop, turkish 
##  Topic 6: kurdish, five, peopl, offici, roj 
##  Topic 7: --, kill, soldier, turkish, attack 
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## Completing Iteration 101 (approx. per word bound = -4.035, relative change = 2.886e-04) 
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## Completing Iteration 105 (approx. per word bound = -4.032, relative change = 2.368e-04) 
## Topic 1: turkish, ankara, kill, terrorist, clash 
##  Topic 2: rebel, turkey, clash, say, dead 
##  Topic 3: --, pkk, milit, turkish, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, kurd, troop, turkish 
##  Topic 6: kurdish, five, peopl, offici, roj 
##  Topic 7: --, kill, soldier, turkish, attack 
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## Completing Iteration 106 (approx. per word bound = -4.031, relative change = 2.227e-04) 
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## Completing Iteration 107 (approx. per word bound = -4.030, relative change = 2.362e-04) 
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## Completing Iteration 108 (approx. per word bound = -4.029, relative change = 2.699e-04) 
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## Completing Iteration 109 (approx. per word bound = -4.028, relative change = 1.742e-04) 
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## Completing Iteration 110 (approx. per word bound = -4.027, relative change = 1.597e-04) 
## Topic 1: turkish, ankara, kill, terrorist, clash 
##  Topic 2: rebel, turkey, clash, say, dead 
##  Topic 3: --, pkk, milit, turkish, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, kurd, troop, turkish 
##  Topic 6: kurdish, five, peopl, offici, roj 
##  Topic 7: --, kill, soldier, turkish, attack 
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## Completing Iteration 111 (approx. per word bound = -4.027, relative change = 1.574e-04) 
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## Completing Iteration 112 (approx. per word bound = -4.026, relative change = 1.445e-04) 
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## Completing Iteration 113 (approx. per word bound = -4.026, relative change = 1.397e-04) 
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## Completing Iteration 114 (approx. per word bound = -4.025, relative change = 1.494e-04) 
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## Completing Iteration 115 (approx. per word bound = -4.024, relative change = 1.587e-04) 
## Topic 1: turkish, ankara, kill, terrorist, clash 
##  Topic 2: rebel, turkey, clash, say, dead 
##  Topic 3: --, pkk, milit, turkish, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, kurd, troop, turkish 
##  Topic 6: kurdish, five, peopl, offici, roj 
##  Topic 7: --, kill, soldier, turkish, attack 
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## Completing Iteration 116 (approx. per word bound = -4.024, relative change = 1.670e-04) 
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## Completing Iteration 117 (approx. per word bound = -4.023, relative change = 1.909e-04) 
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## Completing Iteration 118 (approx. per word bound = -4.022, relative change = 2.103e-04) 
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## Completing Iteration 119 (approx. per word bound = -4.021, relative change = 2.061e-04) 
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## Completing Iteration 120 (approx. per word bound = -4.021, relative change = 1.587e-04) 
## Topic 1: turkish, ankara, kill, terrorist, clash 
##  Topic 2: rebel, turkey, clash, say, dead 
##  Topic 3: --, milit, turkish, pkk, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, kurd, troop, turkish 
##  Topic 6: kurdish, five, peopl, offici, roj 
##  Topic 7: --, kill, soldier, turkish, attack 
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## Completing Iteration 121 (approx. per word bound = -4.020, relative change = 1.172e-04) 
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## Completing Iteration 122 (approx. per word bound = -4.020, relative change = 1.122e-04) 
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## Completing Iteration 123 (approx. per word bound = -4.019, relative change = 1.308e-04) 
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## Completing Iteration 124 (approx. per word bound = -4.018, relative change = 1.625e-04) 
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## Completing Iteration 125 (approx. per word bound = -4.018, relative change = 1.324e-04) 
## Topic 1: turkish, ankara, kill, terrorist, clash 
##  Topic 2: rebel, turkey, clash, say, dead 
##  Topic 3: --, milit, turkish, iraq, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, kurd, troop, turkish 
##  Topic 6: kurdish, five, peopl, offici, roj 
##  Topic 7: --, kill, soldier, turkish, attack 
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## Completing Iteration 126 (approx. per word bound = -4.017, relative change = 1.063e-04) 
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## Completing Iteration 127 (approx. per word bound = -4.017, relative change = 1.093e-04) 
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## Completing Iteration 128 (approx. per word bound = -4.017, relative change = 1.067e-04) 
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## Completing Iteration 129 (approx. per word bound = -4.016, relative change = 1.027e-04) 
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## Completing Iteration 130 (approx. per word bound = -4.016, relative change = 1.115e-04) 
## Topic 1: turkish, ankara, kill, terrorist, clash 
##  Topic 2: rebel, turkey, clash, say, dead 
##  Topic 3: --, milit, turkish, iraq, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, kurd, troop, turkish 
##  Topic 6: kurdish, five, peopl, offici, roj 
##  Topic 7: --, kill, turkish, soldier, attack 
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## Completing Iteration 131 (approx. per word bound = -4.015, relative change = 1.320e-04) 
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## Completing Iteration 132 (approx. per word bound = -4.015, relative change = 1.660e-04) 
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## Completing Iteration 133 (approx. per word bound = -4.014, relative change = 1.203e-04) 
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## Completing Iteration 134 (approx. per word bound = -4.014, relative change = 8.445e-05) 
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## Completing Iteration 135 (approx. per word bound = -4.013, relative change = 8.280e-05) 
## Topic 1: turkish, ankara, kill, terrorist, clash 
##  Topic 2: rebel, turkey, clash, say, dead 
##  Topic 3: --, milit, turkish, iraq, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, kurd, troop, turkish 
##  Topic 6: kurdish, five, peopl, offici, roj 
##  Topic 7: --, kill, turkish, soldier, attack 
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## Completing Iteration 136 (approx. per word bound = -4.013, relative change = 9.067e-05) 
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## Completing Iteration 137 (approx. per word bound = -4.013, relative change = 1.145e-04) 
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## Completing Iteration 138 (approx. per word bound = -4.012, relative change = 9.818e-05) 
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## Completing Iteration 139 (approx. per word bound = -4.012, relative change = 6.986e-05) 
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## Completing Iteration 140 (approx. per word bound = -4.012, relative change = 6.271e-05) 
## Topic 1: turkish, ankara, kill, terrorist, clash 
##  Topic 2: rebel, turkey, clash, say, dead 
##  Topic 3: --, milit, turkish, iraq, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, kurd, troop, turkish 
##  Topic 6: kurdish, five, peopl, offici, roj 
##  Topic 7: --, kill, turkish, soldier, attack 
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## Completing Iteration 141 (approx. per word bound = -4.011, relative change = 6.059e-05) 
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## Completing Iteration 142 (approx. per word bound = -4.011, relative change = 5.946e-05) 
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## Completing Iteration 143 (approx. per word bound = -4.011, relative change = 6.101e-05) 
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## Completing Iteration 144 (approx. per word bound = -4.011, relative change = 6.064e-05) 
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## Completing Iteration 145 (approx. per word bound = -4.010, relative change = 5.788e-05) 
## Topic 1: turkish, ankara, kill, terrorist, clash 
##  Topic 2: rebel, turkey, clash, say, dead 
##  Topic 3: --, milit, turkish, iraq, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, kurd, troop, turkish 
##  Topic 6: kurdish, five, peopl, offici, roj 
##  Topic 7: --, kill, turkish, soldier, attack 
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## Completing Iteration 146 (approx. per word bound = -4.010, relative change = 5.655e-05) 
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## Completing Iteration 147 (approx. per word bound = -4.010, relative change = 5.562e-05) 
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## Completing Iteration 148 (approx. per word bound = -4.010, relative change = 5.470e-05) 
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## Completing Iteration 149 (approx. per word bound = -4.010, relative change = 5.311e-05) 
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## Completing Iteration 150 (approx. per word bound = -4.009, relative change = 5.202e-05) 
## Topic 1: turkish, ankara, kill, terrorist, clash 
##  Topic 2: rebel, turkey, clash, say, dead 
##  Topic 3: --, milit, turkish, iraq, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, kurd, troop, turkish 
##  Topic 6: kurdish, five, peopl, offici, roj 
##  Topic 7: --, kill, turkish, soldier, attack 
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## Completing Iteration 151 (approx. per word bound = -4.009, relative change = 5.275e-05) 
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## Completing Iteration 152 (approx. per word bound = -4.009, relative change = 5.582e-05) 
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## Completing Iteration 153 (approx. per word bound = -4.009, relative change = 5.647e-05) 
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## Completing Iteration 154 (approx. per word bound = -4.008, relative change = 5.323e-05) 
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## Completing Iteration 155 (approx. per word bound = -4.008, relative change = 5.615e-05) 
## Topic 1: turkish, ankara, kill, terrorist, clash 
##  Topic 2: rebel, turkey, clash, say, dead 
##  Topic 3: --, milit, turkish, iraq, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, kurd, troop, turkish 
##  Topic 6: kurdish, five, peopl, offici, roj 
##  Topic 7: --, kill, turkish, soldier, turkey 
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## Completing Iteration 156 (approx. per word bound = -4.008, relative change = 6.170e-05) 
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## Completing Iteration 157 (approx. per word bound = -4.008, relative change = 6.759e-05) 
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## Completing Iteration 158 (approx. per word bound = -4.007, relative change = 7.062e-05) 
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## Completing Iteration 159 (approx. per word bound = -4.007, relative change = 6.849e-05) 
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## Completing Iteration 160 (approx. per word bound = -4.007, relative change = 6.434e-05) 
## Topic 1: turkish, ankara, kill, terrorist, clash 
##  Topic 2: rebel, turkey, clash, say, dead 
##  Topic 3: --, milit, turkish, iraq, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, kurd, troop, turkish 
##  Topic 6: kurdish, five, peopl, offici, roj 
##  Topic 7: --, kill, turkish, soldier, turkey 
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## Topic 1: turkish, ankara, kill, terrorist, clash 
##  Topic 2: rebel, turkey, clash, say, dead 
##  Topic 3: --, milit, turkish, iraq, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, kurd, troop, turkish 
##  Topic 6: kurdish, five, peopl, offici, roj 
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## Topic 1: turkish, kill, ankara, terrorist, clash 
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##  Topic 3: --, milit, turkish, iraq, kill 
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##  Topic 6: kurdish, five, peopl, offici, roj 
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## Topic 1: turkish, kill, ankara, terrorist, clash 
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## Topic 1: turkish, kill, ankara, terrorist, clash 
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##  Topic 3: --, milit, turkish, iraq, kill 
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##  Topic 6: kurdish, five, peopl, offici, die 
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## Topic 1: turkish, kill, ankara, terrorist, clash 
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## Topic 1: turkish, kill, ankara, terrorist, clash 
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##  Topic 3: --, milit, turkish, iraq, kill 
##  Topic 4: forc, --, defens, people’, peopl 
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##  Topic 6: kurdish, five, die, peopl, offici 
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## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, turkey, clash, say, kurdish 
##  Topic 3: --, milit, turkish, iraq, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, kurd, turkey, troop 
##  Topic 6: kurdish, five, die, offici, peopl 
##  Topic 7: --, kill, turkish, soldier, turkey 
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## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, turkey, clash, kurdish, say 
##  Topic 3: --, milit, turkish, iraq, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, kurd, turkey, troop 
##  Topic 6: kurdish, five, die, offici, peopl 
##  Topic 7: --, kill, turkish, soldier, turkey 
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## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, turkey, clash, kurdish, say 
##  Topic 3: --, milit, turkish, iraq, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, kurd, turkey, troop 
##  Topic 6: kurdish, five, die, offici, peopl 
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## Completing Iteration 210 (approx. per word bound = -3.995, relative change = 4.158e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, turkey, clash, kurdish, say 
##  Topic 3: --, milit, turkish, iraq, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, kurd, turkey, troop 
##  Topic 6: kurdish, five, die, offici, peopl 
##  Topic 7: --, kill, turkish, soldier, turkey 
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## Completing Iteration 215 (approx. per word bound = -3.995, relative change = 3.590e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, turkey, clash, kurdish, say 
##  Topic 3: --, milit, turkish, iraq, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, kurd, turkey, troop 
##  Topic 6: kurdish, five, die, offici, peopl 
##  Topic 7: --, kill, turkish, soldier, turkey 
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## Completing Iteration 220 (approx. per word bound = -3.994, relative change = 2.803e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, turkey, clash, kurdish, say 
##  Topic 3: --, milit, turkish, iraq, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, kurd, turkey, troop 
##  Topic 6: kurdish, five, die, offici, peopl 
##  Topic 7: --, kill, turkish, soldier, turkey 
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## Completing Iteration 221 (approx. per word bound = -3.994, relative change = 2.825e-05) 
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## Completing Iteration 225 (approx. per word bound = -3.993, relative change = 2.908e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, turkey, clash, kurdish, say 
##  Topic 3: --, milit, turkish, iraq, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, kurd, turkey, troop 
##  Topic 6: kurdish, five, die, offici, peopl 
##  Topic 7: --, kill, turkish, soldier, turkey 
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## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, turkey, clash, kurdish, say 
##  Topic 3: --, milit, turkish, iraq, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, kurd, turkey, troop 
##  Topic 6: kurdish, five, die, offici, peopl 
##  Topic 7: --, kill, turkish, soldier, turkey 
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## Completing Iteration 235 (approx. per word bound = -3.992, relative change = 3.459e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, turkey, clash, kurdish, say 
##  Topic 3: --, milit, turkish, iraq, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, kurd, turkey, troop 
##  Topic 6: kurdish, five, die, offici, peopl 
##  Topic 7: --, kill, turkish, soldier, turkey 
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## Completing Iteration 236 (approx. per word bound = -3.992, relative change = 3.917e-05) 
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## Completing Iteration 240 (approx. per word bound = -3.991, relative change = 4.181e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, kurdish, clash, turkey, say 
##  Topic 3: --, milit, turkish, iraq, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, kurd, turkey, troop 
##  Topic 6: kurdish, five, die, offici, peopl 
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## Completing Iteration 245 (approx. per word bound = -3.991, relative change = 4.587e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, kurdish, clash, turkey, say 
##  Topic 3: --, milit, turkish, iraq, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, turkey, kurd, troop 
##  Topic 6: kurdish, five, die, offici, peopl 
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## Completing Iteration 250 (approx. per word bound = -3.990, relative change = 4.204e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, kurdish, clash, turkey, say 
##  Topic 3: --, milit, turkish, iraq, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, turkey, kurd, troop 
##  Topic 6: kurdish, five, die, offici, peopl 
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## Completing Iteration 255 (approx. per word bound = -3.989, relative change = 3.622e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, kurdish, clash, turkey, say 
##  Topic 3: --, milit, turkish, iraq, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, turkey, kurd, troop 
##  Topic 6: kurdish, five, offici, die, peopl 
##  Topic 7: --, kill, turkish, turkey, soldier 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 256 (approx. per word bound = -3.989, relative change = 3.571e-05) 
## ....................................................................................................
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## Completing Iteration 257 (approx. per word bound = -3.989, relative change = 3.582e-05) 
## ....................................................................................................
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## Completing Iteration 258 (approx. per word bound = -3.988, relative change = 3.706e-05) 
## ....................................................................................................
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## Completing Iteration 259 (approx. per word bound = -3.988, relative change = 4.259e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 260 (approx. per word bound = -3.988, relative change = 6.151e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, kurdish, clash, say, turkey 
##  Topic 3: --, milit, turkish, iraq, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, turkey, kurd, troop 
##  Topic 6: kurdish, five, offici, die, peopl 
##  Topic 7: --, kill, turkish, turkey, soldier 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 261 (approx. per word bound = -3.988, relative change = 6.692e-05) 
## ....................................................................................................
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## Completing Iteration 262 (approx. per word bound = -3.988, relative change = 3.924e-05) 
## ....................................................................................................
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## Completing Iteration 263 (approx. per word bound = -3.987, relative change = 3.364e-05) 
## ....................................................................................................
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## Completing Iteration 264 (approx. per word bound = -3.987, relative change = 3.261e-05) 
## ....................................................................................................
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## Completing Iteration 265 (approx. per word bound = -3.987, relative change = 3.260e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, kurdish, clash, say, turkey 
##  Topic 3: --, milit, turkish, iraq, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, turkey, kurd, troop 
##  Topic 6: kurdish, five, offici, die, peopl 
##  Topic 7: --, kill, turkish, turkey, soldier 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 266 (approx. per word bound = -3.987, relative change = 3.352e-05) 
## ....................................................................................................
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## Completing Iteration 267 (approx. per word bound = -3.987, relative change = 3.423e-05) 
## ....................................................................................................
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## Completing Iteration 268 (approx. per word bound = -3.987, relative change = 3.556e-05) 
## ....................................................................................................
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## Completing Iteration 269 (approx. per word bound = -3.987, relative change = 3.753e-05) 
## ....................................................................................................
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## Completing Iteration 270 (approx. per word bound = -3.986, relative change = 4.024e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, kurdish, clash, say, kurd 
##  Topic 3: --, milit, turkish, iraq, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, turkey, kurd, troop 
##  Topic 6: kurdish, five, offici, die, peopl 
##  Topic 7: --, kill, turkish, turkey, soldier 
## ....................................................................................................
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## Completing Iteration 271 (approx. per word bound = -3.986, relative change = 4.401e-05) 
## ....................................................................................................
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## Completing Iteration 272 (approx. per word bound = -3.986, relative change = 4.841e-05) 
## ....................................................................................................
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## Completing Iteration 273 (approx. per word bound = -3.986, relative change = 5.306e-05) 
## ....................................................................................................
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## Completing Iteration 274 (approx. per word bound = -3.986, relative change = 5.785e-05) 
## ....................................................................................................
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## Completing Iteration 275 (approx. per word bound = -3.985, relative change = 6.272e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, kurdish, clash, say, kurd 
##  Topic 3: --, milit, turkish, iraq, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, turkey, kurd, troop 
##  Topic 6: kurdish, five, offici, die, peopl 
##  Topic 7: --, kill, turkish, turkey, soldier 
## ....................................................................................................
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## Completing Iteration 276 (approx. per word bound = -3.985, relative change = 6.452e-05) 
## ....................................................................................................
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## Completing Iteration 277 (approx. per word bound = -3.985, relative change = 6.303e-05) 
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## Completing Iteration 278 (approx. per word bound = -3.985, relative change = 5.980e-05) 
## ....................................................................................................
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## Completing Iteration 279 (approx. per word bound = -3.984, relative change = 5.554e-05) 
## ....................................................................................................
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## Completing Iteration 280 (approx. per word bound = -3.984, relative change = 5.053e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, kurdish, clash, kurd, say 
##  Topic 3: --, turkish, iraq, milit, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, turkey, kurd, troop 
##  Topic 6: kurdish, five, offici, peopl, die 
##  Topic 7: --, kill, turkish, turkey, soldier 
## ....................................................................................................
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## Completing Iteration 281 (approx. per word bound = -3.984, relative change = 4.521e-05) 
## ....................................................................................................
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## Completing Iteration 282 (approx. per word bound = -3.984, relative change = 4.085e-05) 
## ....................................................................................................
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## Completing Iteration 283 (approx. per word bound = -3.984, relative change = 3.689e-05) 
## ....................................................................................................
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## Completing Iteration 284 (approx. per word bound = -3.984, relative change = 3.320e-05) 
## ....................................................................................................
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## Completing Iteration 285 (approx. per word bound = -3.984, relative change = 3.026e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, kurdish, clash, kurd, say 
##  Topic 3: --, turkish, iraq, milit, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, turkey, kurd, troop 
##  Topic 6: kurdish, five, offici, peopl, die 
##  Topic 7: --, kill, turkish, turkey, soldier 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 286 (approx. per word bound = -3.983, relative change = 2.783e-05) 
## ....................................................................................................
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## Completing Iteration 287 (approx. per word bound = -3.983, relative change = 2.632e-05) 
## ....................................................................................................
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## Completing Iteration 288 (approx. per word bound = -3.983, relative change = 2.554e-05) 
## ....................................................................................................
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## Completing Iteration 289 (approx. per word bound = -3.983, relative change = 2.474e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 290 (approx. per word bound = -3.983, relative change = 2.437e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, kurdish, clash, kurd, say 
##  Topic 3: --, turkish, iraq, milit, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, turkey, kurd, troop 
##  Topic 6: kurdish, five, offici, peopl, die 
##  Topic 7: --, kill, turkish, turkey, soldier 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 291 (approx. per word bound = -3.983, relative change = 2.379e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 292 (approx. per word bound = -3.983, relative change = 2.314e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 293 (approx. per word bound = -3.983, relative change = 2.216e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 294 (approx. per word bound = -3.983, relative change = 2.328e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 295 (approx. per word bound = -3.983, relative change = 2.363e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, kurdish, clash, kurd, say 
##  Topic 3: --, turkish, iraq, milit, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, turkey, kurd, troop 
##  Topic 6: kurdish, five, offici, peopl, die 
##  Topic 7: --, kill, turkish, turkey, soldier 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 296 (approx. per word bound = -3.982, relative change = 3.388e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 297 (approx. per word bound = -3.982, relative change = 2.735e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 298 (approx. per word bound = -3.982, relative change = 2.521e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 299 (approx. per word bound = -3.982, relative change = 2.195e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 300 (approx. per word bound = -3.982, relative change = 1.888e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, kurdish, clash, kurd, say 
##  Topic 3: --, turkish, iraq, milit, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, turkey, kurd, troop 
##  Topic 6: kurdish, five, offici, peopl, die 
##  Topic 7: --, kill, turkish, turkey, soldier 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 301 (approx. per word bound = -3.982, relative change = 1.644e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 302 (approx. per word bound = -3.982, relative change = 1.509e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 303 (approx. per word bound = -3.982, relative change = 1.456e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 304 (approx. per word bound = -3.982, relative change = 1.402e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 305 (approx. per word bound = -3.982, relative change = 1.373e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, kurdish, clash, kurd, say 
##  Topic 3: --, turkish, iraq, milit, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, turkey, kurd, troop 
##  Topic 6: kurdish, five, offici, peopl, die 
##  Topic 7: --, kill, turkish, turkey, soldier 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 306 (approx. per word bound = -3.982, relative change = 1.379e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 307 (approx. per word bound = -3.982, relative change = 1.398e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 308 (approx. per word bound = -3.982, relative change = 1.411e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 309 (approx. per word bound = -3.982, relative change = 1.423e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 310 (approx. per word bound = -3.981, relative change = 1.429e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, kurdish, clash, kurd, say 
##  Topic 3: --, turkish, iraq, milit, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, turkey, kurd, turkish 
##  Topic 6: kurdish, five, offici, clash, peopl 
##  Topic 7: --, kill, turkish, turkey, soldier 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 311 (approx. per word bound = -3.981, relative change = 1.398e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 312 (approx. per word bound = -3.981, relative change = 1.381e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 313 (approx. per word bound = -3.981, relative change = 1.391e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 314 (approx. per word bound = -3.981, relative change = 1.378e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 315 (approx. per word bound = -3.981, relative change = 1.375e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, kurdish, clash, kurd, say 
##  Topic 3: --, turkish, iraq, milit, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, turkey, kurd, turkish 
##  Topic 6: kurdish, five, clash, offici, peopl 
##  Topic 7: --, kill, turkish, turkey, soldier 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 316 (approx. per word bound = -3.981, relative change = 1.339e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 317 (approx. per word bound = -3.981, relative change = 1.320e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 318 (approx. per word bound = -3.981, relative change = 1.285e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 319 (approx. per word bound = -3.981, relative change = 1.238e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 320 (approx. per word bound = -3.981, relative change = 1.231e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, kurdish, clash, kurd, say 
##  Topic 3: --, turkish, iraq, milit, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, turkey, kurd, turkish 
##  Topic 6: kurdish, five, clash, offici, peopl 
##  Topic 7: --, kill, turkish, turkey, soldier 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 321 (approx. per word bound = -3.981, relative change = 1.178e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 322 (approx. per word bound = -3.981, relative change = 1.134e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 323 (approx. per word bound = -3.981, relative change = 1.096e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 324 (approx. per word bound = -3.981, relative change = 1.060e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 325 (approx. per word bound = -3.981, relative change = 1.021e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, kurdish, clash, kurd, say 
##  Topic 3: --, turkish, iraq, milit, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, turkey, kurd, turkish 
##  Topic 6: kurdish, five, clash, offici, peopl 
##  Topic 7: --, kill, turkish, turkey, soldier 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 326 (approx. per word bound = -3.981, relative change = 1.018e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 327 (approx. per word bound = -3.981, relative change = 1.014e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 328 (approx. per word bound = -3.981, relative change = 1.019e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 329 (approx. per word bound = -3.981, relative change = 1.039e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 330 (approx. per word bound = -3.981, relative change = 1.068e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, kurdish, clash, kurd, say 
##  Topic 3: --, turkish, iraq, milit, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, turkey, kurd, turkish 
##  Topic 6: kurdish, five, clash, offici, peopl 
##  Topic 7: --, kill, turkish, turkey, soldier 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 331 (approx. per word bound = -3.980, relative change = 1.132e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 332 (approx. per word bound = -3.980, relative change = 1.177e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 333 (approx. per word bound = -3.980, relative change = 1.171e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 334 (approx. per word bound = -3.980, relative change = 1.112e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 335 (approx. per word bound = -3.980, relative change = 1.088e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, kurdish, clash, kurd, say 
##  Topic 3: --, turkish, iraq, milit, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, turkey, kurd, turkish 
##  Topic 6: kurdish, five, clash, offici, peopl 
##  Topic 7: --, kill, turkish, turkey, soldier 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 336 (approx. per word bound = -3.980, relative change = 1.047e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 337 (approx. per word bound = -3.980, relative change = 1.063e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 338 (approx. per word bound = -3.980, relative change = 1.025e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 339 (approx. per word bound = -3.980, relative change = 1.063e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 340 (approx. per word bound = -3.980, relative change = 1.055e-05) 
## Topic 1: turkish, kill, ankara, terrorist, clash 
##  Topic 2: rebel, kurdish, clash, kurd, say 
##  Topic 3: --, turkish, iraq, milit, kill 
##  Topic 4: forc, --, defens, people’, peopl 
##  Topic 5: r, kill, turkey, kurd, turkish 
##  Topic 6: kurdish, five, clash, offici, peopl 
##  Topic 7: --, kill, turkish, turkey, soldier 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 341 (approx. per word bound = -3.980, relative change = 1.071e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ........
##   Recovering initialization...
##      ..................
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -5.089) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.795, relative change = 5.779e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.672, relative change = 2.573e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.605, relative change = 1.423e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.561, relative change = 9.698e-03) 
## Topic 1: terrorist, clash, secur, attack, iraq 
##  Topic 2: turkish, two, anatolia, three, seven 
##  Topic 3: clash, people’, say, peopl, one 
##  Topic 4: kill, ankara, --, european, armi 
##  Topic 5: rebel, soldier, troop, pkk, milit 
##  Topic 6: --, forc, dead, guerrilla, attack 
##  Topic 7: r, kurdish, defens, violenc, leav 
##  Topic 8: turkey, kurd, r, kurdish, die 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.527, relative change = 7.459e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.499, relative change = 6.090e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.478, relative change = 4.609e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 9 (approx. per word bound = -4.463, relative change = 3.402e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 10 (approx. per word bound = -4.450, relative change = 2.865e-03) 
## Topic 1: clash, terrorist, secur, attack, iraq 
##  Topic 2: turkish, two, anatolia, three, seven 
##  Topic 3: people’, say, peopl, one, militari 
##  Topic 4: kill, ankara, european, armi, -- 
##  Topic 5: rebel, soldier, troop, pkk, milit 
##  Topic 6: --, forc, dead, guerrilla, offic 
##  Topic 7: r, kurdish, defens, violenc, leav 
##  Topic 8: turkey, kurd, r, die, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 11 (approx. per word bound = -4.438, relative change = 2.677e-03) 
## ....................................................................................................
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## Completing Iteration 12 (approx. per word bound = -4.426, relative change = 2.711e-03) 
## ....................................................................................................
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## Completing Iteration 13 (approx. per word bound = -4.414, relative change = 2.733e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 14 (approx. per word bound = -4.401, relative change = 2.965e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 15 (approx. per word bound = -4.387, relative change = 3.184e-03) 
## Topic 1: clash, terrorist, secur, attack, iraq 
##  Topic 2: turkish, two, anatolia, three, seven 
##  Topic 3: people’, say, peopl, one, militari 
##  Topic 4: kill, ankara, european, armi, rebel 
##  Topic 5: rebel, soldier, troop, pkk, milit 
##  Topic 6: --, forc, defens, dead, offic 
##  Topic 7: kurdish, r, violenc, defens, guerrilla 
##  Topic 8: turkey, kurd, r, die, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 16 (approx. per word bound = -4.375, relative change = 2.697e-03) 
## ....................................................................................................
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## Completing Iteration 17 (approx. per word bound = -4.366, relative change = 2.068e-03) 
## ....................................................................................................
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## Completing Iteration 18 (approx. per word bound = -4.358, relative change = 1.894e-03) 
## ....................................................................................................
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## Completing Iteration 19 (approx. per word bound = -4.350, relative change = 1.815e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 20 (approx. per word bound = -4.343, relative change = 1.564e-03) 
## Topic 1: clash, terrorist, secur, attack, iraq 
##  Topic 2: turkish, two, anatolia, three, seven 
##  Topic 3: people’, peopl, say, one, militari 
##  Topic 4: kill, ankara, european, armi, forc 
##  Topic 5: rebel, soldier, troop, pkk, milit 
##  Topic 6: --, forc, defens, turk, terörist 
##  Topic 7: kurdish, r, violenc, guerrilla, leav 
##  Topic 8: turkey, kurd, r, say, dead 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 21 (approx. per word bound = -4.337, relative change = 1.422e-03) 
## ....................................................................................................
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## Completing Iteration 22 (approx. per word bound = -4.331, relative change = 1.361e-03) 
## ....................................................................................................
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## Completing Iteration 23 (approx. per word bound = -4.325, relative change = 1.361e-03) 
## ....................................................................................................
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## Completing Iteration 24 (approx. per word bound = -4.319, relative change = 1.413e-03) 
## ....................................................................................................
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## Completing Iteration 25 (approx. per word bound = -4.313, relative change = 1.463e-03) 
## Topic 1: clash, terrorist, secur, attack, iraq 
##  Topic 2: turkish, two, anatolia, three, seven 
##  Topic 3: people’, peopl, one, militari, strike 
##  Topic 4: kill, ankara, forc, european, armi 
##  Topic 5: rebel, soldier, troop, milit, pkk 
##  Topic 6: --, forc, defens, people’, pkk 
##  Topic 7: kurdish, r, violenc, guerrilla, leav 
##  Topic 8: turkey, kurd, r, say, dead 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 26 (approx. per word bound = -4.306, relative change = 1.475e-03) 
## ....................................................................................................
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## Completing Iteration 27 (approx. per word bound = -4.300, relative change = 1.524e-03) 
## ....................................................................................................
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## Completing Iteration 28 (approx. per word bound = -4.293, relative change = 1.522e-03) 
## ....................................................................................................
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## Completing Iteration 29 (approx. per word bound = -4.287, relative change = 1.522e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 30 (approx. per word bound = -4.280, relative change = 1.483e-03) 
## Topic 1: clash, terrorist, secur, f, attack 
##  Topic 2: turkish, two, anatolia, three, seven 
##  Topic 3: peopl, iraq, militari, strike, air 
##  Topic 4: kill, ankara, forc, european, armi 
##  Topic 5: rebel, soldier, troop, milit, pkk 
##  Topic 6: --, forc, defens, people’, pkk 
##  Topic 7: kurdish, r, violenc, guerrilla, insurg 
##  Topic 8: turkey, kurd, r, say, dead 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 31 (approx. per word bound = -4.275, relative change = 1.377e-03) 
## ....................................................................................................
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## Completing Iteration 32 (approx. per word bound = -4.269, relative change = 1.261e-03) 
## ....................................................................................................
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## Completing Iteration 33 (approx. per word bound = -4.265, relative change = 1.059e-03) 
## ....................................................................................................
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## Completing Iteration 34 (approx. per word bound = -4.261, relative change = 9.488e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -4.257, relative change = 8.759e-04) 
## Topic 1: clash, terrorist, secur, f, four 
##  Topic 2: turkish, two, anatolia, three, seven 
##  Topic 3: iraq, milit, peopl, pkk, militari 
##  Topic 4: kill, ankara, forc, armi, one 
##  Topic 5: rebel, soldier, troop, attack, pkk 
##  Topic 6: --, forc, defens, people’, pkk 
##  Topic 7: kurdish, r, violenc, guerrilla, insurg 
##  Topic 8: turkey, kurd, r, say, dead 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 36 (approx. per word bound = -4.253, relative change = 8.321e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 37 (approx. per word bound = -4.250, relative change = 8.093e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 38 (approx. per word bound = -4.247, relative change = 7.939e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 39 (approx. per word bound = -4.243, relative change = 7.233e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -4.241, relative change = 6.257e-04) 
## Topic 1: clash, terrorist, secur, f, four 
##  Topic 2: turkish, two, anatolia, three, seven 
##  Topic 3: milit, iraq, pkk, peopl, militari 
##  Topic 4: kill, ankara, forc, armi, one 
##  Topic 5: rebel, soldier, troop, attack, six 
##  Topic 6: --, forc, defens, people’, turk 
##  Topic 7: kurdish, r, violenc, guerrilla, peopl 
##  Topic 8: turkey, kurd, r, say, dead 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -4.238, relative change = 5.657e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 42 (approx. per word bound = -4.236, relative change = 5.564e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 43 (approx. per word bound = -4.234, relative change = 5.833e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -4.231, relative change = 6.163e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -4.228, relative change = 6.253e-04) 
## Topic 1: clash, terrorist, secur, f, four 
##  Topic 2: turkish, two, anatolia, three, seven 
##  Topic 3: milit, pkk, iraq, peopl, militari 
##  Topic 4: kill, ankara, forc, one, armi 
##  Topic 5: rebel, soldier, troop, attack, european 
##  Topic 6: --, forc, defens, people’, turk 
##  Topic 7: kurdish, r, violenc, guerrilla, peopl 
##  Topic 8: turkey, kurd, r, say, dead 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -4.226, relative change = 6.345e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 47 (approx. per word bound = -4.223, relative change = 7.091e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -4.219, relative change = 8.503e-04) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -4.215, relative change = 9.362e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -4.212, relative change = 7.551e-04) 
## Topic 1: clash, terrorist, secur, f, ankara 
##  Topic 2: turkish, two, anatolia, three, seven 
##  Topic 3: milit, pkk, iraq, peopl, armi 
##  Topic 4: kill, ankara, forc, one, nine 
##  Topic 5: rebel, soldier, troop, attack, european 
##  Topic 6: --, forc, defens, people’, turk 
##  Topic 7: kurdish, r, violenc, guerrilla, peopl 
##  Topic 8: turkey, kurd, r, say, dead 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -4.209, relative change = 5.789e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -4.207, relative change = 5.413e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -4.205, relative change = 5.344e-04) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -4.203, relative change = 5.271e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -4.201, relative change = 5.315e-04) 
## Topic 1: clash, ankara, terrorist, secur, f 
##  Topic 2: turkish, two, anatolia, three, seven 
##  Topic 3: milit, pkk, iraq, peopl, armi 
##  Topic 4: kill, forc, ankara, nine, one 
##  Topic 5: rebel, soldier, troop, attack, european 
##  Topic 6: --, forc, defens, people’, turk 
##  Topic 7: kurdish, r, violenc, guerrilla, eight 
##  Topic 8: turkey, kurd, r, say, dead 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -4.198, relative change = 5.773e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 57 (approx. per word bound = -4.195, relative change = 6.376e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 58 (approx. per word bound = -4.193, relative change = 6.443e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 59 (approx. per word bound = -4.190, relative change = 6.337e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 60 (approx. per word bound = -4.188, relative change = 6.065e-04) 
## Topic 1: clash, ankara, terrorist, secur, f 
##  Topic 2: turkish, two, anatolia, three, seven 
##  Topic 3: milit, pkk, iraq, bomb, peopl 
##  Topic 4: kill, forc, nine, one, ankara 
##  Topic 5: rebel, soldier, troop, attack, european 
##  Topic 6: --, forc, defens, people’, terörist 
##  Topic 7: kurdish, r, violenc, guerrilla, eight 
##  Topic 8: turkey, kurd, r, say, dead 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 61 (approx. per word bound = -4.185, relative change = 6.313e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 62 (approx. per word bound = -4.182, relative change = 6.706e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 63 (approx. per word bound = -4.179, relative change = 6.603e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 64 (approx. per word bound = -4.177, relative change = 6.441e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 65 (approx. per word bound = -4.174, relative change = 6.997e-04) 
## Topic 1: clash, ankara, terrorist, secur, f 
##  Topic 2: turkish, two, anatolia, three, polic 
##  Topic 3: pkk, milit, iraq, bomb, -- 
##  Topic 4: kill, forc, nine, eight, one 
##  Topic 5: rebel, soldier, attack, troop, european 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: kurdish, r, violenc, guerrilla, troop 
##  Topic 8: turkey, kurd, r, say, dead 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 66 (approx. per word bound = -4.170, relative change = 8.429e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 67 (approx. per word bound = -4.166, relative change = 1.065e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 68 (approx. per word bound = -4.160, relative change = 1.325e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 69 (approx. per word bound = -4.154, relative change = 1.568e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 70 (approx. per word bound = -4.147, relative change = 1.657e-03) 
## Topic 1: ankara, clash, terrorist, secur, f 
##  Topic 2: turkish, two, anatolia, three, polic 
##  Topic 3: --, pkk, milit, iraq, kurdish 
##  Topic 4: kill, forc, nine, eight, one 
##  Topic 5: rebel, soldier, attack, troop, european 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: kurdish, r, troop, violenc, guerrilla 
##  Topic 8: turkey, kurd, r, say, dead 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 71 (approx. per word bound = -4.140, relative change = 1.539e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 72 (approx. per word bound = -4.135, relative change = 1.390e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 73 (approx. per word bound = -4.129, relative change = 1.299e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 74 (approx. per word bound = -4.125, relative change = 1.150e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 75 (approx. per word bound = -4.120, relative change = 1.013e-03) 
## Topic 1: ankara, clash, terrorist, secur, f 
##  Topic 2: turkish, two, anatolia, three, polic 
##  Topic 3: --, pkk, milit, kurdish, iraq 
##  Topic 4: kill, forc, nine, eight, separatist 
##  Topic 5: rebel, soldier, attack, clash, european 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, kurdish, troop, violenc, guerrilla 
##  Topic 8: turkey, kurd, r, say, dead 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 76 (approx. per word bound = -4.117, relative change = 9.159e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 77 (approx. per word bound = -4.113, relative change = 8.489e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 78 (approx. per word bound = -4.110, relative change = 7.999e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 79 (approx. per word bound = -4.107, relative change = 7.702e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 80 (approx. per word bound = -4.103, relative change = 7.728e-04) 
## Topic 1: ankara, terrorist, clash, secur, f 
##  Topic 2: turkish, two, anatolia, three, polic 
##  Topic 3: --, kurdish, pkk, milit, iraq 
##  Topic 4: kill, forc, nine, eight, separatist 
##  Topic 5: rebel, soldier, clash, attack, european 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, kurdish, troop, violenc, guerrilla 
##  Topic 8: turkey, kurd, rebel, r, say 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 81 (approx. per word bound = -4.100, relative change = 7.831e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 82 (approx. per word bound = -4.097, relative change = 7.759e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 83 (approx. per word bound = -4.094, relative change = 7.589e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 84 (approx. per word bound = -4.091, relative change = 7.093e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 85 (approx. per word bound = -4.089, relative change = 5.720e-04) 
## Topic 1: ankara, terrorist, secur, clash, f 
##  Topic 2: turkish, two, anatolia, polic, three 
##  Topic 3: --, kurdish, pkk, milit, iraq 
##  Topic 4: kill, forc, nine, eight, separatist 
##  Topic 5: rebel, soldier, clash, attack, european 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, kurdish, troop, violenc, guerrilla 
##  Topic 8: turkey, kurd, rebel, r, say 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 86 (approx. per word bound = -4.087, relative change = 5.062e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 87 (approx. per word bound = -4.085, relative change = 4.742e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 88 (approx. per word bound = -4.083, relative change = 4.373e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 89 (approx. per word bound = -4.081, relative change = 4.312e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 90 (approx. per word bound = -4.080, relative change = 3.796e-04) 
## Topic 1: ankara, terrorist, secur, clash, f 
##  Topic 2: turkish, two, anatolia, polic, seven 
##  Topic 3: --, kurdish, pkk, milit, turkey 
##  Topic 4: kill, forc, nine, eight, separatist 
##  Topic 5: soldier, rebel, clash, attack, three 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, kurdish, troop, violenc, guerrilla 
##  Topic 8: turkey, rebel, kurd, r, say 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 91 (approx. per word bound = -4.078, relative change = 3.249e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 92 (approx. per word bound = -4.077, relative change = 2.969e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 93 (approx. per word bound = -4.076, relative change = 2.871e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 94 (approx. per word bound = -4.075, relative change = 2.857e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 95 (approx. per word bound = -4.074, relative change = 2.911e-04) 
## Topic 1: ankara, terrorist, secur, clash, f 
##  Topic 2: turkish, two, anatolia, polic, seven 
##  Topic 3: --, kurdish, pkk, milit, turkey 
##  Topic 4: kill, nine, eight, forc, separatist 
##  Topic 5: soldier, rebel, clash, attack, three 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, kurdish, troop, violenc, guerrilla 
##  Topic 8: turkey, rebel, kurd, r, say 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 96 (approx. per word bound = -4.072, relative change = 2.890e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 97 (approx. per word bound = -4.071, relative change = 3.454e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 98 (approx. per word bound = -4.069, relative change = 4.125e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 99 (approx. per word bound = -4.068, relative change = 3.085e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 100 (approx. per word bound = -4.067, relative change = 3.161e-04) 
## Topic 1: ankara, terrorist, secur, clash, f 
##  Topic 2: turkish, two, anatolia, polic, seven 
##  Topic 3: --, pkk, milit, kurdish, turkey 
##  Topic 4: kill, nine, eight, forc, day 
##  Topic 5: soldier, rebel, clash, attack, kurdish 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, kurdish, troop, violenc, guerrilla 
##  Topic 8: turkey, rebel, kurd, say, r 
## ....................................................................................................
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## Completing Iteration 101 (approx. per word bound = -4.065, relative change = 3.074e-04) 
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## Completing Iteration 102 (approx. per word bound = -4.064, relative change = 2.645e-04) 
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## Completing Iteration 103 (approx. per word bound = -4.063, relative change = 3.465e-04) 
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## Completing Iteration 104 (approx. per word bound = -4.062, relative change = 3.636e-04) 
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## Completing Iteration 105 (approx. per word bound = -4.060, relative change = 2.837e-04) 
## Topic 1: ankara, terrorist, secur, clash, f 
##  Topic 2: turkish, two, anatolia, polic, seven 
##  Topic 3: --, pkk, milit, turkey, kurdish 
##  Topic 4: kill, nine, eight, forc, day 
##  Topic 5: soldier, kurdish, rebel, clash, attack 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, kurdish, troop, violenc, guerrilla 
##  Topic 8: turkey, rebel, kurd, say, r 
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## Completing Iteration 106 (approx. per word bound = -4.059, relative change = 2.690e-04) 
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## Completing Iteration 107 (approx. per word bound = -4.058, relative change = 3.026e-04) 
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## Completing Iteration 108 (approx. per word bound = -4.057, relative change = 2.600e-04) 
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## Completing Iteration 109 (approx. per word bound = -4.056, relative change = 2.318e-04) 
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## Completing Iteration 110 (approx. per word bound = -4.055, relative change = 2.360e-04) 
## Topic 1: ankara, terrorist, secur, clash, f 
##  Topic 2: turkish, two, anatolia, polic, seven 
##  Topic 3: --, pkk, milit, turkey, iraq 
##  Topic 4: kill, nine, eight, forc, day 
##  Topic 5: soldier, kurdish, rebel, attack, clash 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, kurdish, troop, violenc, guerrilla 
##  Topic 8: turkey, rebel, kurd, say, r 
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## Completing Iteration 111 (approx. per word bound = -4.054, relative change = 2.304e-04) 
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## Completing Iteration 112 (approx. per word bound = -4.053, relative change = 2.823e-04) 
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## Completing Iteration 113 (approx. per word bound = -4.052, relative change = 2.573e-04) 
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## Completing Iteration 114 (approx. per word bound = -4.051, relative change = 2.450e-04) 
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## Completing Iteration 115 (approx. per word bound = -4.050, relative change = 2.521e-04) 
## Topic 1: ankara, terrorist, secur, clash, turkish 
##  Topic 2: turkish, two, anatolia, polic, seven 
##  Topic 3: --, pkk, milit, turkey, iraq 
##  Topic 4: kill, nine, eight, day, villag 
##  Topic 5: soldier, kurdish, attack, clash, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, kurdish, troop, violenc, guerrilla 
##  Topic 8: turkey, rebel, kurd, say, clash 
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## Completing Iteration 116 (approx. per word bound = -4.049, relative change = 1.805e-04) 
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## Completing Iteration 117 (approx. per word bound = -4.049, relative change = 1.818e-04) 
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## Completing Iteration 118 (approx. per word bound = -4.048, relative change = 1.788e-04) 
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## Completing Iteration 119 (approx. per word bound = -4.047, relative change = 1.790e-04) 
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## Completing Iteration 120 (approx. per word bound = -4.046, relative change = 1.798e-04) 
## Topic 1: ankara, terrorist, turkish, secur, clash 
##  Topic 2: turkish, two, anatolia, polic, seven 
##  Topic 3: --, pkk, turkey, milit, iraq 
##  Topic 4: kill, eight, nine, villag, day 
##  Topic 5: soldier, kurdish, attack, clash, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, kurdish, troop, violenc, turkey 
##  Topic 8: rebel, turkey, kurd, say, clash 
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## Completing Iteration 121 (approx. per word bound = -4.046, relative change = 1.793e-04) 
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## Completing Iteration 122 (approx. per word bound = -4.045, relative change = 1.692e-04) 
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## Completing Iteration 123 (approx. per word bound = -4.044, relative change = 1.627e-04) 
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## Completing Iteration 124 (approx. per word bound = -4.044, relative change = 1.715e-04) 
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## Completing Iteration 125 (approx. per word bound = -4.043, relative change = 1.811e-04) 
## Topic 1: ankara, terrorist, turkish, secur, clash 
##  Topic 2: turkish, two, anatolia, polic, seven 
##  Topic 3: --, pkk, turkey, milit, iraq 
##  Topic 4: kill, eight, nine, villag, day 
##  Topic 5: soldier, kurdish, attack, clash, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, kurdish, troop, violenc, turkey 
##  Topic 8: rebel, turkey, kurd, say, clash 
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## Completing Iteration 126 (approx. per word bound = -4.042, relative change = 1.456e-04) 
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## Completing Iteration 127 (approx. per word bound = -4.042, relative change = 1.414e-04) 
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## Completing Iteration 128 (approx. per word bound = -4.041, relative change = 1.363e-04) 
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## Completing Iteration 129 (approx. per word bound = -4.041, relative change = 1.368e-04) 
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## Completing Iteration 130 (approx. per word bound = -4.040, relative change = 1.463e-04) 
## Topic 1: ankara, terrorist, turkish, secur, clash 
##  Topic 2: turkish, two, polic, anatolia, three 
##  Topic 3: --, turkey, pkk, milit, iraq 
##  Topic 4: kill, eight, nine, villag, day 
##  Topic 5: soldier, kurdish, attack, clash, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, kurdish, troop, turkey, violenc 
##  Topic 8: rebel, turkey, kurd, say, r 
## ....................................................................................................
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## Completing Iteration 131 (approx. per word bound = -4.039, relative change = 1.458e-04) 
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## Completing Iteration 132 (approx. per word bound = -4.039, relative change = 1.335e-04) 
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## Completing Iteration 133 (approx. per word bound = -4.038, relative change = 1.157e-04) 
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## Completing Iteration 134 (approx. per word bound = -4.038, relative change = 1.101e-04) 
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## Completing Iteration 135 (approx. per word bound = -4.038, relative change = 1.064e-04) 
## Topic 1: ankara, terrorist, turkish, secur, clash 
##  Topic 2: turkish, two, three, polic, seven 
##  Topic 3: --, turkey, pkk, milit, iraq 
##  Topic 4: kill, eight, nine, villag, day 
##  Topic 5: soldier, kurdish, attack, clash, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, kurdish, troop, turkey, violenc 
##  Topic 8: rebel, turkey, kurd, r, say 
## ....................................................................................................
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## Completing Iteration 136 (approx. per word bound = -4.037, relative change = 1.055e-04) 
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## Completing Iteration 137 (approx. per word bound = -4.037, relative change = 1.113e-04) 
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## Completing Iteration 138 (approx. per word bound = -4.036, relative change = 1.244e-04) 
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## Completing Iteration 139 (approx. per word bound = -4.035, relative change = 1.618e-04) 
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## Completing Iteration 140 (approx. per word bound = -4.035, relative change = 1.442e-04) 
## Topic 1: ankara, terrorist, turkish, secur, clash 
##  Topic 2: turkish, two, three, polic, seven 
##  Topic 3: --, turkey, pkk, milit, kill 
##  Topic 4: kill, eight, nine, villag, day 
##  Topic 5: soldier, kurdish, attack, clash, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, kurdish, troop, turkey, violenc 
##  Topic 8: rebel, turkey, kurd, r, say 
## ....................................................................................................
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## Completing Iteration 141 (approx. per word bound = -4.034, relative change = 1.383e-04) 
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## Completing Iteration 142 (approx. per word bound = -4.034, relative change = 1.564e-04) 
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## Completing Iteration 143 (approx. per word bound = -4.033, relative change = 1.828e-04) 
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## Completing Iteration 144 (approx. per word bound = -4.032, relative change = 1.953e-04) 
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## Completing Iteration 145 (approx. per word bound = -4.032, relative change = 1.493e-04) 
## Topic 1: ankara, terrorist, turkish, clash, secur 
##  Topic 2: turkish, two, three, seven, polic 
##  Topic 3: --, turkey, pkk, milit, kill 
##  Topic 4: kill, eight, nine, villag, day 
##  Topic 5: soldier, kurdish, attack, clash, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, kurdish, turkey, troop, violenc 
##  Topic 8: rebel, turkey, kurd, r, say 
## ....................................................................................................
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## Completing Iteration 146 (approx. per word bound = -4.031, relative change = 1.379e-04) 
## ....................................................................................................
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## Completing Iteration 147 (approx. per word bound = -4.031, relative change = 1.311e-04) 
## ....................................................................................................
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## Completing Iteration 148 (approx. per word bound = -4.030, relative change = 1.185e-04) 
## ....................................................................................................
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## Completing Iteration 149 (approx. per word bound = -4.030, relative change = 1.127e-04) 
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## Completing Iteration 150 (approx. per word bound = -4.029, relative change = 1.197e-04) 
## Topic 1: ankara, terrorist, turkish, clash, f 
##  Topic 2: turkish, two, three, seven, polic 
##  Topic 3: --, turkey, pkk, milit, kill 
##  Topic 4: kill, eight, nine, villag, day 
##  Topic 5: soldier, kurdish, attack, clash, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, kurdish, turkey, troop, violenc 
##  Topic 8: rebel, turkey, kurd, r, say 
## ....................................................................................................
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## Completing Iteration 151 (approx. per word bound = -4.028, relative change = 1.668e-04) 
## ....................................................................................................
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## Completing Iteration 152 (approx. per word bound = -4.027, relative change = 2.725e-04) 
## ....................................................................................................
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## Completing Iteration 153 (approx. per word bound = -4.027, relative change = 1.332e-04) 
## ....................................................................................................
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## Completing Iteration 154 (approx. per word bound = -4.026, relative change = 9.111e-05) 
## ....................................................................................................
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## Completing Iteration 155 (approx. per word bound = -4.026, relative change = 9.154e-05) 
## Topic 1: ankara, terrorist, turkish, clash, f 
##  Topic 2: turkish, two, three, secur, seven 
##  Topic 3: --, turkey, pkk, milit, kill 
##  Topic 4: kill, eight, nine, villag, forc 
##  Topic 5: soldier, kurdish, attack, clash, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, kurdish, turkey, troop, violenc 
##  Topic 8: rebel, turkey, kurd, r, say 
## ....................................................................................................
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## Completing Iteration 156 (approx. per word bound = -4.026, relative change = 8.943e-05) 
## ....................................................................................................
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## Completing Iteration 157 (approx. per word bound = -4.025, relative change = 9.389e-05) 
## ....................................................................................................
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## Completing Iteration 158 (approx. per word bound = -4.025, relative change = 1.097e-04) 
## ....................................................................................................
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## Completing Iteration 159 (approx. per word bound = -4.024, relative change = 1.129e-04) 
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## Completing Iteration 160 (approx. per word bound = -4.024, relative change = 1.022e-04) 
## Topic 1: ankara, terrorist, turkish, clash, f 
##  Topic 2: turkish, two, three, secur, seven 
##  Topic 3: --, turkey, pkk, milit, kill 
##  Topic 4: kill, eight, nine, villag, forc 
##  Topic 5: soldier, kurdish, attack, clash, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, kurdish, turkey, troop, violenc 
##  Topic 8: rebel, kurd, turkey, r, say 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 161 (approx. per word bound = -4.024, relative change = 1.058e-04) 
## ....................................................................................................
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## Completing Iteration 162 (approx. per word bound = -4.023, relative change = 9.568e-05) 
## ....................................................................................................
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## Completing Iteration 163 (approx. per word bound = -4.023, relative change = 8.958e-05) 
## ....................................................................................................
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## Completing Iteration 164 (approx. per word bound = -4.022, relative change = 8.863e-05) 
## ....................................................................................................
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## Completing Iteration 165 (approx. per word bound = -4.022, relative change = 8.858e-05) 
## Topic 1: ankara, terrorist, turkish, clash, f 
##  Topic 2: turkish, two, three, secur, seven 
##  Topic 3: --, turkey, pkk, milit, kill 
##  Topic 4: kill, eight, nine, villag, forc 
##  Topic 5: soldier, kurdish, attack, clash, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, kurdish, turkey, troop, violenc 
##  Topic 8: rebel, kurd, turkey, r, say 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 166 (approx. per word bound = -4.022, relative change = 8.955e-05) 
## ....................................................................................................
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## Completing Iteration 167 (approx. per word bound = -4.021, relative change = 9.112e-05) 
## ....................................................................................................
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## Completing Iteration 168 (approx. per word bound = -4.021, relative change = 9.161e-05) 
## ....................................................................................................
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## Completing Iteration 169 (approx. per word bound = -4.021, relative change = 9.032e-05) 
## ....................................................................................................
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## Completing Iteration 170 (approx. per word bound = -4.020, relative change = 8.944e-05) 
## Topic 1: ankara, terrorist, turkish, clash, f 
##  Topic 2: turkish, two, three, secur, seven 
##  Topic 3: --, turkey, pkk, milit, kill 
##  Topic 4: kill, eight, nine, forc, villag 
##  Topic 5: soldier, kurdish, attack, clash, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, kurdish, turkey, troop, violenc 
##  Topic 8: rebel, kurd, turkey, r, say 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 171 (approx. per word bound = -4.020, relative change = 9.172e-05) 
## ....................................................................................................
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## Completing Iteration 172 (approx. per word bound = -4.020, relative change = 9.538e-05) 
## ....................................................................................................
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## Completing Iteration 173 (approx. per word bound = -4.019, relative change = 1.001e-04) 
## ....................................................................................................
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## Completing Iteration 174 (approx. per word bound = -4.019, relative change = 1.079e-04) 
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## Completing Iteration 175 (approx. per word bound = -4.018, relative change = 1.151e-04) 
## Topic 1: ankara, terrorist, turkish, clash, f 
##  Topic 2: turkish, two, three, secur, seven 
##  Topic 3: --, turkey, pkk, milit, kill 
##  Topic 4: kill, eight, nine, forc, villag 
##  Topic 5: soldier, kurdish, attack, clash, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, troop, violenc 
##  Topic 8: rebel, kurd, turkey, r, say 
## ....................................................................................................
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## Completing Iteration 176 (approx. per word bound = -4.018, relative change = 1.171e-04) 
## ....................................................................................................
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## Completing Iteration 177 (approx. per word bound = -4.017, relative change = 1.198e-04) 
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## Completing Iteration 178 (approx. per word bound = -4.017, relative change = 1.180e-04) 
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## Completing Iteration 179 (approx. per word bound = -4.016, relative change = 1.165e-04) 
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## Completing Iteration 180 (approx. per word bound = -4.016, relative change = 1.165e-04) 
## Topic 1: ankara, terrorist, turkish, clash, f 
##  Topic 2: turkish, two, three, secur, seven 
##  Topic 3: --, turkey, pkk, milit, kill 
##  Topic 4: kill, eight, nine, forc, villag 
##  Topic 5: soldier, kurdish, --, attack, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, troop, violenc 
##  Topic 8: rebel, kurd, turkey, r, say 
## ....................................................................................................
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## Completing Iteration 181 (approx. per word bound = -4.015, relative change = 1.184e-04) 
## ....................................................................................................
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## Completing Iteration 182 (approx. per word bound = -4.015, relative change = 1.198e-04) 
## ....................................................................................................
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## Completing Iteration 183 (approx. per word bound = -4.014, relative change = 1.233e-04) 
## ....................................................................................................
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## Completing Iteration 184 (approx. per word bound = -4.014, relative change = 1.340e-04) 
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## Completing Iteration 185 (approx. per word bound = -4.013, relative change = 1.307e-04) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, two, three, secur, soldier 
##  Topic 3: --, turkey, pkk, milit, kill 
##  Topic 4: kill, eight, nine, forc, villag 
##  Topic 5: soldier, kurdish, --, attack, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, troop, violenc 
##  Topic 8: rebel, kurd, turkey, r, say 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 186 (approx. per word bound = -4.013, relative change = 1.359e-04) 
## ....................................................................................................
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## Completing Iteration 187 (approx. per word bound = -4.012, relative change = 1.496e-04) 
## ....................................................................................................
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## Completing Iteration 188 (approx. per word bound = -4.012, relative change = 1.367e-04) 
## ....................................................................................................
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## Completing Iteration 189 (approx. per word bound = -4.011, relative change = 1.481e-04) 
## ....................................................................................................
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## Completing Iteration 190 (approx. per word bound = -4.010, relative change = 1.526e-04) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, two, three, soldier, secur 
##  Topic 3: --, turkey, pkk, milit, kill 
##  Topic 4: kill, forc, eight, nine, villag 
##  Topic 5: --, kurdish, soldier, rebel, attack 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, troop, violenc 
##  Topic 8: rebel, kurd, turkey, r, say 
## ....................................................................................................
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## Completing Iteration 191 (approx. per word bound = -4.010, relative change = 1.559e-04) 
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## Completing Iteration 192 (approx. per word bound = -4.009, relative change = 1.616e-04) 
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## Completing Iteration 195 (approx. per word bound = -4.007, relative change = 1.657e-04) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, two, soldier, three, secur 
##  Topic 3: --, pkk, milit, kill, turkey 
##  Topic 4: kill, forc, nine, eight, villag 
##  Topic 5: --, kurdish, soldier, rebel, attack 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, troop, violenc 
##  Topic 8: rebel, kurd, turkey, r, say 
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## Completing Iteration 196 (approx. per word bound = -4.007, relative change = 1.555e-04) 
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## Completing Iteration 200 (approx. per word bound = -4.005, relative change = 1.058e-04) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, two, soldier, three, secur 
##  Topic 3: --, pkk, milit, kill, turkey 
##  Topic 4: kill, forc, nine, villag, eight 
##  Topic 5: --, kurdish, soldier, turkey, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, violenc, troop 
##  Topic 8: rebel, kurd, turkey, r, say 
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## Completing Iteration 201 (approx. per word bound = -4.004, relative change = 9.599e-05) 
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## Completing Iteration 205 (approx. per word bound = -4.003, relative change = 7.165e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, two, soldier, three, secur 
##  Topic 3: --, pkk, milit, kill, iraq 
##  Topic 4: kill, forc, nine, villag, eight 
##  Topic 5: --, kurdish, turkey, soldier, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, violenc, troop 
##  Topic 8: rebel, kurd, turkey, r, say 
## ....................................................................................................
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## Completing Iteration 206 (approx. per word bound = -4.003, relative change = 7.028e-05) 
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## Completing Iteration 210 (approx. per word bound = -4.002, relative change = 6.597e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, two, soldier, three, secur 
##  Topic 3: --, pkk, milit, kill, iraq 
##  Topic 4: kill, forc, nine, villag, day 
##  Topic 5: --, kurdish, turkey, soldier, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, violenc, troop 
##  Topic 8: rebel, kurd, r, turkey, say 
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## Completing Iteration 211 (approx. per word bound = -4.001, relative change = 6.522e-05) 
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## Completing Iteration 215 (approx. per word bound = -4.000, relative change = 7.100e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, two, soldier, three, secur 
##  Topic 3: --, pkk, milit, kill, iraq 
##  Topic 4: kill, forc, nine, villag, day 
##  Topic 5: --, kurdish, turkey, rebel, soldier 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, violenc, troop 
##  Topic 8: rebel, kurd, r, turkey, clash 
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## Completing Iteration 216 (approx. per word bound = -4.000, relative change = 7.030e-05) 
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## Completing Iteration 218 (approx. per word bound = -3.999, relative change = 6.522e-05) 
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## Completing Iteration 219 (approx. per word bound = -3.999, relative change = 6.630e-05) 
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## Completing Iteration 220 (approx. per word bound = -3.999, relative change = 6.799e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, two, soldier, three, secur 
##  Topic 3: --, milit, pkk, kill, iraq 
##  Topic 4: kill, forc, nine, villag, four 
##  Topic 5: --, kurdish, turkey, rebel, attack 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, violenc, troop 
##  Topic 8: rebel, kurd, r, turkey, clash 
## ....................................................................................................
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## Completing Iteration 221 (approx. per word bound = -3.999, relative change = 6.882e-05) 
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## Completing Iteration 222 (approx. per word bound = -3.998, relative change = 6.920e-05) 
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## Completing Iteration 224 (approx. per word bound = -3.998, relative change = 7.060e-05) 
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## Completing Iteration 225 (approx. per word bound = -3.997, relative change = 7.118e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, two, soldier, three, secur 
##  Topic 3: --, milit, pkk, kill, iraq 
##  Topic 4: kill, forc, nine, four, villag 
##  Topic 5: --, kurdish, turkey, rebel, attack 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, violenc, troop 
##  Topic 8: rebel, kurd, r, turkey, clash 
## ....................................................................................................
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## Completing Iteration 226 (approx. per word bound = -3.997, relative change = 7.192e-05) 
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## Completing Iteration 227 (approx. per word bound = -3.997, relative change = 7.269e-05) 
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## Completing Iteration 228 (approx. per word bound = -3.997, relative change = 7.380e-05) 
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## Completing Iteration 229 (approx. per word bound = -3.996, relative change = 7.478e-05) 
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## Completing Iteration 230 (approx. per word bound = -3.996, relative change = 7.547e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, secur 
##  Topic 3: --, milit, pkk, kill, iraq 
##  Topic 4: kill, forc, four, nine, villag 
##  Topic 5: --, kurdish, turkey, attack, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, violenc, troop 
##  Topic 8: rebel, kurd, r, turkey, clash 
## ....................................................................................................
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## Completing Iteration 231 (approx. per word bound = -3.996, relative change = 7.648e-05) 
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## Completing Iteration 232 (approx. per word bound = -3.995, relative change = 7.898e-05) 
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## Completing Iteration 233 (approx. per word bound = -3.995, relative change = 8.556e-05) 
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## Completing Iteration 234 (approx. per word bound = -3.995, relative change = 8.943e-05) 
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## Completing Iteration 235 (approx. per word bound = -3.994, relative change = 8.549e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, secur 
##  Topic 3: --, milit, pkk, kill, iraq 
##  Topic 4: kill, forc, four, nine, villag 
##  Topic 5: --, kurdish, turkey, attack, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, violenc, troop 
##  Topic 8: rebel, kurd, r, turkey, clash 
## ....................................................................................................
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## Completing Iteration 236 (approx. per word bound = -3.994, relative change = 8.753e-05) 
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## Completing Iteration 237 (approx. per word bound = -3.994, relative change = 9.174e-05) 
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## Completing Iteration 238 (approx. per word bound = -3.993, relative change = 1.002e-04) 
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## Completing Iteration 239 (approx. per word bound = -3.993, relative change = 1.092e-04) 
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## Completing Iteration 240 (approx. per word bound = -3.992, relative change = 1.130e-04) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, secur 
##  Topic 3: --, milit, pkk, kill, iraq 
##  Topic 4: kill, four, forc, nine, villag 
##  Topic 5: --, kurdish, turkey, attack, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, violenc, troop 
##  Topic 8: rebel, kurd, r, turkey, clash 
## ....................................................................................................
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## Completing Iteration 241 (approx. per word bound = -3.992, relative change = 1.144e-04) 
## ....................................................................................................
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## Completing Iteration 242 (approx. per word bound = -3.991, relative change = 1.175e-04) 
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## Completing Iteration 243 (approx. per word bound = -3.991, relative change = 1.166e-04) 
## ....................................................................................................
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## Completing Iteration 244 (approx. per word bound = -3.991, relative change = 1.044e-04) 
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## Completing Iteration 245 (approx. per word bound = -3.990, relative change = 9.303e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, secur 
##  Topic 3: --, milit, pkk, kill, iraq 
##  Topic 4: kill, four, forc, nine, villag 
##  Topic 5: --, kurdish, turkey, attack, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, violenc, troop 
##  Topic 8: rebel, kurd, r, turkey, clash 
## ....................................................................................................
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## Completing Iteration 246 (approx. per word bound = -3.990, relative change = 8.792e-05) 
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## Completing Iteration 247 (approx. per word bound = -3.989, relative change = 9.300e-05) 
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## Completing Iteration 248 (approx. per word bound = -3.989, relative change = 1.047e-04) 
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## Completing Iteration 249 (approx. per word bound = -3.989, relative change = 9.976e-05) 
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## Completing Iteration 250 (approx. per word bound = -3.988, relative change = 8.665e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, secur 
##  Topic 3: --, milit, pkk, kill, iraq 
##  Topic 4: kill, forc, four, nine, villag 
##  Topic 5: --, turkey, kurdish, attack, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, violenc, troop 
##  Topic 8: rebel, kurd, r, turkey, clash 
## ....................................................................................................
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## Completing Iteration 251 (approx. per word bound = -3.988, relative change = 8.081e-05) 
## ....................................................................................................
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## Completing Iteration 252 (approx. per word bound = -3.988, relative change = 7.981e-05) 
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## Completing Iteration 253 (approx. per word bound = -3.987, relative change = 7.967e-05) 
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## Completing Iteration 254 (approx. per word bound = -3.987, relative change = 7.913e-05) 
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## Completing Iteration 255 (approx. per word bound = -3.987, relative change = 7.730e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, secur 
##  Topic 3: --, milit, pkk, kill, iraq 
##  Topic 4: kill, forc, four, nine, villag 
##  Topic 5: --, turkey, kurdish, attack, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, violenc, troop 
##  Topic 8: rebel, kurd, r, turkey, clash 
## ....................................................................................................
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## Completing Iteration 256 (approx. per word bound = -3.986, relative change = 7.491e-05) 
## ....................................................................................................
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## Completing Iteration 257 (approx. per word bound = -3.986, relative change = 7.041e-05) 
## ....................................................................................................
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## Completing Iteration 258 (approx. per word bound = -3.986, relative change = 6.618e-05) 
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## Completing Iteration 259 (approx. per word bound = -3.986, relative change = 6.173e-05) 
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## Completing Iteration 260 (approx. per word bound = -3.985, relative change = 5.833e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, secur 
##  Topic 3: --, milit, pkk, kill, iraq 
##  Topic 4: kill, forc, four, nine, villag 
##  Topic 5: --, turkey, kurdish, attack, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, violenc, troop 
##  Topic 8: rebel, kurd, r, turkey, clash 
## ....................................................................................................
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## Completing Iteration 261 (approx. per word bound = -3.985, relative change = 5.550e-05) 
## ....................................................................................................
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## Completing Iteration 262 (approx. per word bound = -3.985, relative change = 5.267e-05) 
## ....................................................................................................
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## Completing Iteration 263 (approx. per word bound = -3.985, relative change = 4.981e-05) 
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## Completing Iteration 264 (approx. per word bound = -3.985, relative change = 4.714e-05) 
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## Completing Iteration 265 (approx. per word bound = -3.984, relative change = 4.458e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, secur 
##  Topic 3: --, milit, pkk, kill, iraq 
##  Topic 4: kill, forc, four, nine, villag 
##  Topic 5: --, turkey, kurdish, attack, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, violenc, rebel 
##  Topic 8: rebel, r, kurd, turkey, kurdish 
## ....................................................................................................
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## Completing Iteration 266 (approx. per word bound = -3.984, relative change = 4.267e-05) 
## ....................................................................................................
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## Completing Iteration 267 (approx. per word bound = -3.984, relative change = 4.035e-05) 
## ....................................................................................................
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## Completing Iteration 268 (approx. per word bound = -3.984, relative change = 3.809e-05) 
## ....................................................................................................
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## Completing Iteration 269 (approx. per word bound = -3.984, relative change = 3.663e-05) 
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## Completing Iteration 270 (approx. per word bound = -3.984, relative change = 3.555e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, secur 
##  Topic 3: --, milit, pkk, kill, iraq 
##  Topic 4: kill, forc, four, nine, day 
##  Topic 5: --, turkey, kurdish, attack, kill 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, violenc, rebel 
##  Topic 8: rebel, r, kurd, turkey, kurdish 
## ....................................................................................................
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## Completing Iteration 271 (approx. per word bound = -3.983, relative change = 3.487e-05) 
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## Completing Iteration 272 (approx. per word bound = -3.983, relative change = 3.422e-05) 
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## Completing Iteration 273 (approx. per word bound = -3.983, relative change = 3.375e-05) 
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## Completing Iteration 274 (approx. per word bound = -3.983, relative change = 3.301e-05) 
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## Completing Iteration 275 (approx. per word bound = -3.983, relative change = 3.333e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, offic 
##  Topic 3: --, milit, pkk, kill, iraq 
##  Topic 4: kill, forc, four, nine, armi 
##  Topic 5: --, turkey, kurdish, attack, kill 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, violenc, rebel 
##  Topic 8: rebel, r, kurd, turkey, kurdish 
## ....................................................................................................
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## Completing Iteration 276 (approx. per word bound = -3.983, relative change = 3.397e-05) 
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## Completing Iteration 277 (approx. per word bound = -3.983, relative change = 3.547e-05) 
## ....................................................................................................
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## Completing Iteration 278 (approx. per word bound = -3.982, relative change = 3.753e-05) 
## ....................................................................................................
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## Completing Iteration 279 (approx. per word bound = -3.982, relative change = 4.002e-05) 
## ....................................................................................................
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## Completing Iteration 280 (approx. per word bound = -3.982, relative change = 4.295e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, offic 
##  Topic 3: --, milit, pkk, kill, turkish 
##  Topic 4: kill, forc, nine, four, armi 
##  Topic 5: --, turkey, kurdish, attack, kill 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, violenc, rebel 
##  Topic 8: rebel, r, kurd, turkey, kurdish 
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## Completing Iteration 281 (approx. per word bound = -3.982, relative change = 4.529e-05) 
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## Completing Iteration 285 (approx. per word bound = -3.981, relative change = 3.418e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, four 
##  Topic 3: --, milit, kill, pkk, turkish 
##  Topic 4: kill, forc, nine, four, armi 
##  Topic 5: --, turkey, kurdish, attack, kill 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, violenc, rebel 
##  Topic 8: rebel, r, kurd, turkey, kurdish 
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## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, four 
##  Topic 3: --, milit, kill, pkk, turkish 
##  Topic 4: kill, forc, nine, four, armi 
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##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, violenc, rebel 
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## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, four 
##  Topic 3: --, milit, kill, pkk, turkish 
##  Topic 4: kill, forc, nine, four, armi 
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##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, violenc, rebel 
##  Topic 8: rebel, r, kurd, turkey, kurdish 
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## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, four 
##  Topic 3: --, milit, kill, pkk, turkish 
##  Topic 4: kill, forc, nine, four, armi 
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##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, rebel, violenc 
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## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, four 
##  Topic 3: --, milit, kill, pkk, turkish 
##  Topic 4: kill, forc, nine, four, armi 
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##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, rebel, violenc 
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## Completing Iteration 310 (approx. per word bound = -3.979, relative change = 2.376e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, four 
##  Topic 3: --, milit, kill, pkk, turkish 
##  Topic 4: kill, forc, nine, four, armi 
##  Topic 5: --, turkey, kurdish, kill, attack 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, rebel, violenc 
##  Topic 8: rebel, r, turkey, kurd, kurdish 
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## Completing Iteration 315 (approx. per word bound = -3.978, relative change = 2.569e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, four 
##  Topic 3: --, milit, kill, pkk, turkish 
##  Topic 4: kill, forc, nine, armi, day 
##  Topic 5: --, turkey, kurdish, kill, attack 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, rebel, violenc 
##  Topic 8: rebel, r, turkey, kurd, kurdish 
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## Completing Iteration 316 (approx. per word bound = -3.978, relative change = 2.728e-05) 
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## Completing Iteration 320 (approx. per word bound = -3.977, relative change = 3.113e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, four 
##  Topic 3: --, milit, kill, turkish, pkk 
##  Topic 4: kill, forc, nine, armi, day 
##  Topic 5: --, turkey, kurdish, kill, attack 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, rebel, kurd 
##  Topic 8: rebel, r, turkey, kurd, kurdish 
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## Completing Iteration 321 (approx. per word bound = -3.977, relative change = 3.119e-05) 
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## Completing Iteration 325 (approx. per word bound = -3.977, relative change = 3.753e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, four 
##  Topic 3: --, milit, kill, turkish, pkk 
##  Topic 4: kill, forc, nine, day, armi 
##  Topic 5: --, turkey, kurdish, kill, attack 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, rebel, kurd 
##  Topic 8: rebel, r, turkey, kurd, kurdish 
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## Completing Iteration 326 (approx. per word bound = -3.977, relative change = 4.106e-05) 
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## Completing Iteration 330 (approx. per word bound = -3.976, relative change = 3.498e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, four 
##  Topic 3: --, milit, kill, turkish, pkk 
##  Topic 4: kill, forc, nine, day, armi 
##  Topic 5: --, turkey, kurdish, kill, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, rebel, kurd 
##  Topic 8: rebel, r, turkey, kurd, kurdish 
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## Completing Iteration 331 (approx. per word bound = -3.976, relative change = 3.044e-05) 
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## Completing Iteration 335 (approx. per word bound = -3.975, relative change = 2.201e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, four 
##  Topic 3: --, milit, kill, turkish, pkk 
##  Topic 4: kill, forc, nine, day, armi 
##  Topic 5: --, turkey, kurdish, kill, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, rebel, kurd 
##  Topic 8: rebel, r, turkey, kurd, kurdish 
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## Completing Iteration 336 (approx. per word bound = -3.975, relative change = 2.116e-05) 
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## Completing Iteration 340 (approx. per word bound = -3.975, relative change = 1.912e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, four 
##  Topic 3: --, milit, kill, turkish, pkk 
##  Topic 4: kill, forc, nine, day, armi 
##  Topic 5: --, turkey, kurdish, kill, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, rebel, kurd 
##  Topic 8: rebel, r, turkey, kurd, kurdish 
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## Completing Iteration 341 (approx. per word bound = -3.975, relative change = 1.912e-05) 
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## Completing Iteration 343 (approx. per word bound = -3.975, relative change = 1.900e-05) 
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## Completing Iteration 344 (approx. per word bound = -3.975, relative change = 1.879e-05) 
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## Completing Iteration 345 (approx. per word bound = -3.975, relative change = 1.897e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, four 
##  Topic 3: --, milit, kill, turkish, pkk 
##  Topic 4: kill, forc, nine, day, armi 
##  Topic 5: --, turkey, kurdish, kill, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, rebel, kurd 
##  Topic 8: rebel, r, turkey, kurd, kurdish 
## ....................................................................................................
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## Completing Iteration 346 (approx. per word bound = -3.975, relative change = 1.895e-05) 
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## Completing Iteration 347 (approx. per word bound = -3.975, relative change = 1.897e-05) 
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## Completing Iteration 349 (approx. per word bound = -3.974, relative change = 1.922e-05) 
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## Completing Iteration 350 (approx. per word bound = -3.974, relative change = 1.923e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, four 
##  Topic 3: --, milit, kill, turkish, pkk 
##  Topic 4: kill, forc, nine, day, armi 
##  Topic 5: --, turkey, kurdish, kill, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, rebel, kurd 
##  Topic 8: rebel, r, turkey, kurd, kurdish 
## ....................................................................................................
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## Completing Iteration 351 (approx. per word bound = -3.974, relative change = 1.997e-05) 
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## Completing Iteration 352 (approx. per word bound = -3.974, relative change = 2.069e-05) 
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## Completing Iteration 353 (approx. per word bound = -3.974, relative change = 2.163e-05) 
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## Completing Iteration 354 (approx. per word bound = -3.974, relative change = 2.270e-05) 
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## Completing Iteration 355 (approx. per word bound = -3.974, relative change = 2.382e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, four 
##  Topic 3: --, milit, kill, turkish, pkk 
##  Topic 4: kill, forc, nine, six, day 
##  Topic 5: --, turkey, kurdish, kill, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, rebel, kurd 
##  Topic 8: rebel, r, turkey, kurd, kurdish 
## ....................................................................................................
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## Completing Iteration 356 (approx. per word bound = -3.974, relative change = 2.441e-05) 
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## Completing Iteration 357 (approx. per word bound = -3.974, relative change = 2.499e-05) 
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## Completing Iteration 358 (approx. per word bound = -3.974, relative change = 2.527e-05) 
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## Completing Iteration 359 (approx. per word bound = -3.973, relative change = 2.601e-05) 
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## Completing Iteration 360 (approx. per word bound = -3.973, relative change = 2.839e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, four 
##  Topic 3: --, milit, kill, turkish, pkk 
##  Topic 4: kill, forc, nine, six, day 
##  Topic 5: --, turkey, kurdish, kill, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, rebel, kurd 
##  Topic 8: rebel, r, turkey, kurd, kurdish 
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## Completing Iteration 361 (approx. per word bound = -3.973, relative change = 3.208e-05) 
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## Completing Iteration 363 (approx. per word bound = -3.973, relative change = 2.695e-05) 
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## Completing Iteration 364 (approx. per word bound = -3.973, relative change = 2.425e-05) 
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## Completing Iteration 365 (approx. per word bound = -3.973, relative change = 2.252e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, four 
##  Topic 3: --, milit, kill, turkish, pkk 
##  Topic 4: kill, forc, nine, six, day 
##  Topic 5: --, turkey, kurdish, kill, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, rebel, kurd 
##  Topic 8: rebel, r, turkey, kurd, kurdish 
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## Completing Iteration 366 (approx. per word bound = -3.973, relative change = 2.132e-05) 
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## Completing Iteration 367 (approx. per word bound = -3.973, relative change = 2.036e-05) 
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## Completing Iteration 368 (approx. per word bound = -3.973, relative change = 1.977e-05) 
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## Completing Iteration 369 (approx. per word bound = -3.972, relative change = 1.930e-05) 
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## Completing Iteration 370 (approx. per word bound = -3.972, relative change = 1.923e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, four 
##  Topic 3: --, milit, kill, turkish, pkk 
##  Topic 4: kill, forc, nine, six, day 
##  Topic 5: --, turkey, kurdish, kill, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, rebel, kurd 
##  Topic 8: rebel, r, turkey, kurd, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 371 (approx. per word bound = -3.972, relative change = 1.943e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 372 (approx. per word bound = -3.972, relative change = 1.966e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 373 (approx. per word bound = -3.972, relative change = 2.016e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 374 (approx. per word bound = -3.972, relative change = 2.039e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 375 (approx. per word bound = -3.972, relative change = 2.026e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, four 
##  Topic 3: --, milit, kill, turkish, pkk 
##  Topic 4: kill, forc, nine, six, day 
##  Topic 5: --, turkey, kurdish, kill, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, rebel, kurd 
##  Topic 8: rebel, r, turkey, kurd, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 376 (approx. per word bound = -3.972, relative change = 2.015e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 377 (approx. per word bound = -3.972, relative change = 1.956e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 378 (approx. per word bound = -3.972, relative change = 1.886e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 379 (approx. per word bound = -3.972, relative change = 1.808e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 380 (approx. per word bound = -3.972, relative change = 1.778e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, four 
##  Topic 3: --, milit, kill, turkish, pkk 
##  Topic 4: kill, forc, nine, six, day 
##  Topic 5: --, turkey, kurdish, kill, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, rebel, kurd 
##  Topic 8: rebel, r, turkey, kurd, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 381 (approx. per word bound = -3.972, relative change = 1.808e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 382 (approx. per word bound = -3.971, relative change = 1.975e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 383 (approx. per word bound = -3.971, relative change = 2.308e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 384 (approx. per word bound = -3.971, relative change = 2.732e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 385 (approx. per word bound = -3.971, relative change = 2.925e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, four 
##  Topic 3: --, milit, turkish, kill, pkk 
##  Topic 4: kill, forc, nine, six, day 
##  Topic 5: --, turkey, kurdish, kill, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, rebel, kurd 
##  Topic 8: rebel, r, turkey, kurd, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 386 (approx. per word bound = -3.971, relative change = 2.583e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 387 (approx. per word bound = -3.971, relative change = 2.180e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 388 (approx. per word bound = -3.971, relative change = 1.998e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 389 (approx. per word bound = -3.971, relative change = 1.910e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 390 (approx. per word bound = -3.971, relative change = 1.866e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, four 
##  Topic 3: --, milit, turkish, kill, pkk 
##  Topic 4: kill, forc, nine, six, day 
##  Topic 5: --, turkey, kurdish, kill, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, rebel, kurd 
##  Topic 8: rebel, r, turkey, kurd, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 391 (approx. per word bound = -3.971, relative change = 1.816e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 392 (approx. per word bound = -3.971, relative change = 1.787e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 393 (approx. per word bound = -3.971, relative change = 1.795e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 394 (approx. per word bound = -3.970, relative change = 1.780e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 395 (approx. per word bound = -3.970, relative change = 1.729e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, four 
##  Topic 3: --, milit, turkish, kill, pkk 
##  Topic 4: kill, forc, nine, six, day 
##  Topic 5: --, turkey, kurdish, kill, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, rebel, kurd 
##  Topic 8: rebel, r, turkey, kurd, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 396 (approx. per word bound = -3.970, relative change = 1.743e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 397 (approx. per word bound = -3.970, relative change = 2.329e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 398 (approx. per word bound = -3.970, relative change = 1.718e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 399 (approx. per word bound = -3.970, relative change = 1.268e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 400 (approx. per word bound = -3.970, relative change = 1.117e-05) 
## Topic 1: ankara, turkish, terrorist, clash, f 
##  Topic 2: turkish, soldier, two, three, four 
##  Topic 3: --, milit, turkish, kill, pkk 
##  Topic 4: kill, forc, nine, six, day 
##  Topic 5: --, turkey, kurdish, kill, rebel 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: r, turkey, kurdish, rebel, kurd 
##  Topic 8: rebel, r, turkey, kurd, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 401 (approx. per word bound = -3.970, relative change = 1.035e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 402 (approx. per word bound = -3.970, relative change = 1.018e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      .........
##   Recovering initialization...
##      ..................
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -5.254) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.746, relative change = 9.676e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.613, relative change = 2.802e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.549, relative change = 1.391e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.505, relative change = 9.479e-03) 
## Topic 1: r, rebel, kurdish, ankara, terrorist 
##  Topic 2: five, die, turk, violenc, eur 
##  Topic 3: turkish, turkey, attack, two, jun 
##  Topic 4: european, dead, peopl, eight, cr 
##  Topic 5: soldier, pkk, seven, turkish, strike 
##  Topic 6: forc, people’, anatolia, iraq, terrorist 
##  Topic 7: defens, milit, four, six, wound 
##  Topic 8: troop, secur, armi, eleven, airstrik 
##  Topic 9: kill, --, kurd, clash, say 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.474, relative change = 7.054e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.450, relative change = 5.347e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.431, relative change = 4.170e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.414, relative change = 3.780e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.399, relative change = 3.565e-03) 
## Topic 1: r, rebel, kurdish, ankara, terrorist 
##  Topic 2: five, violenc, die, turk, eur 
##  Topic 3: turkish, turkey, attack, two, jun 
##  Topic 4: --, european, dead, peopl, eight 
##  Topic 5: soldier, pkk, kurdish, seven, strike 
##  Topic 6: forc, people’, anatolia, iraq, etkisiz 
##  Topic 7: defens, milit, four, six, wound 
##  Topic 8: troop, secur, armi, eleven, airstrik 
##  Topic 9: kill, --, kurd, clash, say 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.384, relative change = 3.440e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.369, relative change = 3.435e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.354, relative change = 3.432e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.339, relative change = 3.245e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.326, relative change = 3.004e-03) 
## Topic 1: r, rebel, ankara, kurdish, terrorist 
##  Topic 2: violenc, five, die, turk, eur 
##  Topic 3: turkish, turkey, two, attack, fight 
##  Topic 4: --, european, dead, peopl, eight 
##  Topic 5: soldier, kurdish, pkk, seven, strike 
##  Topic 6: forc, --, people’, anatolia, iraq 
##  Topic 7: defens, milit, six, four, iraqi 
##  Topic 8: troop, secur, armi, eleven, six 
##  Topic 9: kill, --, kurd, clash, say 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.314, relative change = 2.884e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -4.302, relative change = 2.667e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -4.292, relative change = 2.309e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -4.284, relative change = 2.057e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.275, relative change = 2.055e-03) 
## Topic 1: r, rebel, ankara, kurdish, terrorist 
##  Topic 2: violenc, five, die, eur, turk 
##  Topic 3: turkish, turkey, two, attack, fight 
##  Topic 4: --, european, dead, peopl, eight 
##  Topic 5: soldier, kurdish, pkk, seven, strike 
##  Topic 6: forc, --, people’, anatolia, iraq 
##  Topic 7: defens, milit, --, iraqi, armi 
##  Topic 8: troop, secur, six, armi, eleven 
##  Topic 9: kill, kurd, clash, say, -- 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.265, relative change = 2.271e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -4.255, relative change = 2.471e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -4.244, relative change = 2.393e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -4.236, relative change = 2.074e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -4.228, relative change = 1.731e-03) 
## Topic 1: r, rebel, ankara, kurdish, terrorist 
##  Topic 2: violenc, five, die, eur, turk 
##  Topic 3: turkish, turkey, two, attack, fight 
##  Topic 4: --, european, dead, peopl, eight 
##  Topic 5: soldier, kurdish, pkk, iraq, turkish 
##  Topic 6: forc, --, defens, people’, anatolia 
##  Topic 7: --, milit, armi, iraqi, pkk 
##  Topic 8: troop, secur, six, armi, eleven 
##  Topic 9: kill, kurd, clash, say, f 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -4.222, relative change = 1.538e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -4.215, relative change = 1.486e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -4.210, relative change = 1.348e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -4.204, relative change = 1.280e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -4.199, relative change = 1.277e-03) 
## Topic 1: r, rebel, ankara, kurdish, terrorist 
##  Topic 2: violenc, five, die, eur, turk 
##  Topic 3: turkish, turkey, two, attack, fight 
##  Topic 4: --, european, dead, peopl, eight 
##  Topic 5: kurdish, soldier, pkk, turkish, strike 
##  Topic 6: forc, defens, --, people’, anatolia 
##  Topic 7: --, milit, iraq, pkk, armi 
##  Topic 8: troop, secur, six, armi, eleven 
##  Topic 9: kill, kurd, clash, say, f 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -4.193, relative change = 1.383e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -4.187, relative change = 1.485e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -4.181, relative change = 1.497e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -4.175, relative change = 1.293e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -4.171, relative change = 1.025e-03) 
## Topic 1: r, rebel, ankara, terrorist, kurdish 
##  Topic 2: violenc, five, die, eur, turk 
##  Topic 3: turkish, turkey, two, attack, fight 
##  Topic 4: --, european, peopl, dead, roj 
##  Topic 5: kurdish, soldier, pkk, turkish, bomb 
##  Topic 6: forc, defens, --, people’, turk 
##  Topic 7: --, milit, iraq, pkk, armi 
##  Topic 8: troop, secur, six, armi, eleven 
##  Topic 9: kill, kurd, clash, say, f 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -4.167, relative change = 8.836e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -4.164, relative change = 7.886e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -4.161, relative change = 7.149e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -4.158, relative change = 6.684e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -4.156, relative change = 6.173e-04) 
## Topic 1: r, rebel, ankara, terrorist, kurdish 
##  Topic 2: violenc, five, die, turk, eur 
##  Topic 3: turkish, turkey, two, attack, fight 
##  Topic 4: --, european, peopl, dead, roj 
##  Topic 5: kurdish, soldier, attack, pkk, bomb 
##  Topic 6: forc, defens, --, people’, terörist 
##  Topic 7: --, milit, iraq, pkk, armi 
##  Topic 8: troop, secur, six, eleven, armi 
##  Topic 9: kill, kurd, clash, say, f 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -4.153, relative change = 5.495e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -4.151, relative change = 5.359e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -4.149, relative change = 5.115e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -4.147, relative change = 5.078e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -4.145, relative change = 4.985e-04) 
## Topic 1: r, rebel, ankara, terrorist, kurdish 
##  Topic 2: violenc, five, die, eight, turk 
##  Topic 3: turkish, turkey, two, fight, attack 
##  Topic 4: --, european, peopl, dead, one 
##  Topic 5: kurdish, soldier, attack, pkk, bomb 
##  Topic 6: forc, defens, --, people’, terörist 
##  Topic 7: --, milit, iraq, pkk, armi 
##  Topic 8: troop, secur, six, eleven, armi 
##  Topic 9: kill, clash, kurd, say, f 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -4.143, relative change = 4.783e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -4.141, relative change = 4.595e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -4.139, relative change = 4.545e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -4.137, relative change = 4.939e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -4.135, relative change = 6.182e-04) 
## Topic 1: r, rebel, ankara, terrorist, kurdish 
##  Topic 2: violenc, five, die, eight, turk 
##  Topic 3: turkish, turkey, two, fight, member 
##  Topic 4: --, european, peopl, one, dead 
##  Topic 5: kurdish, soldier, attack, pkk, bomb 
##  Topic 6: forc, defens, --, people’, terörist 
##  Topic 7: --, milit, iraq, pkk, strike 
##  Topic 8: troop, secur, six, eleven, armi 
##  Topic 9: kill, clash, kurd, say, f 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -4.131, relative change = 7.623e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -4.128, relative change = 7.626e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -4.125, relative change = 6.739e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -4.123, relative change = 6.070e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -4.121, relative change = 5.141e-04) 
## Topic 1: r, rebel, ankara, terrorist, kurdish 
##  Topic 2: violenc, five, die, eight, turk 
##  Topic 3: turkish, turkey, two, fight, member 
##  Topic 4: --, european, peopl, rebel, one 
##  Topic 5: kurdish, soldier, attack, pkk, bomb 
##  Topic 6: forc, defens, --, people’, terörist 
##  Topic 7: --, milit, iraq, pkk, turkish 
##  Topic 8: troop, secur, six, eleven, oper 
##  Topic 9: kill, clash, kurd, say, f 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -4.119, relative change = 4.382e-04) 
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## Completing Iteration 57 (approx. per word bound = -4.117, relative change = 3.891e-04) 
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## Completing Iteration 60 (approx. per word bound = -4.113, relative change = 2.975e-04) 
## Topic 1: r, rebel, ankara, terrorist, kurdish 
##  Topic 2: violenc, five, eight, die, turk 
##  Topic 3: turkish, turkey, two, fight, member 
##  Topic 4: --, european, peopl, rebel, one 
##  Topic 5: kurdish, soldier, attack, pkk, three 
##  Topic 6: forc, defens, --, people’, terörist 
##  Topic 7: --, milit, iraq, pkk, turkish 
##  Topic 8: troop, secur, six, oper, eleven 
##  Topic 9: kill, clash, kurd, say, f 
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## Completing Iteration 61 (approx. per word bound = -4.112, relative change = 2.905e-04) 
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## Completing Iteration 62 (approx. per word bound = -4.111, relative change = 2.780e-04) 
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## Completing Iteration 63 (approx. per word bound = -4.110, relative change = 2.566e-04) 
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## Completing Iteration 65 (approx. per word bound = -4.108, relative change = 3.557e-04) 
## Topic 1: r, rebel, ankara, terrorist, kurdish 
##  Topic 2: violenc, five, eight, die, turk 
##  Topic 3: turkish, turkey, two, fight, member 
##  Topic 4: --, european, peopl, rebel, one 
##  Topic 5: kurdish, soldier, attack, three, pkk 
##  Topic 6: forc, defens, --, people’, terörist 
##  Topic 7: --, milit, iraq, pkk, turkish 
##  Topic 8: troop, secur, six, oper, eleven 
##  Topic 9: kill, clash, kurd, say, f 
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## Completing Iteration 66 (approx. per word bound = -4.106, relative change = 2.746e-04) 
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## Completing Iteration 70 (approx. per word bound = -4.103, relative change = 2.220e-04) 
## Topic 1: r, rebel, ankara, terrorist, kurdish 
##  Topic 2: violenc, five, eight, die, turk 
##  Topic 3: turkish, turkey, two, fight, member 
##  Topic 4: --, european, peopl, rebel, one 
##  Topic 5: kurdish, soldier, attack, two, three 
##  Topic 6: forc, defens, --, people’, terörist 
##  Topic 7: --, milit, pkk, iraq, turkish 
##  Topic 8: troop, secur, six, forc, oper 
##  Topic 9: kill, clash, kurd, say, f 
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## Completing Iteration 71 (approx. per word bound = -4.102, relative change = 1.621e-04) 
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## Completing Iteration 75 (approx. per word bound = -4.100, relative change = 1.641e-04) 
## Topic 1: r, rebel, ankara, terrorist, kurdish 
##  Topic 2: violenc, five, eight, die, turk 
##  Topic 3: turkish, turkey, two, fight, member 
##  Topic 4: --, european, peopl, rebel, one 
##  Topic 5: kurdish, soldier, attack, two, three 
##  Topic 6: forc, defens, --, people’, terörist 
##  Topic 7: --, milit, pkk, iraq, turkish 
##  Topic 8: troop, secur, forc, six, oper 
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## Completing Iteration 76 (approx. per word bound = -4.099, relative change = 1.971e-04) 
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## Completing Iteration 80 (approx. per word bound = -4.095, relative change = 2.262e-04) 
## Topic 1: r, rebel, ankara, terrorist, kurd 
##  Topic 2: violenc, five, eight, die, turk 
##  Topic 3: turkish, turkey, two, fight, member 
##  Topic 4: --, european, peopl, rebel, one 
##  Topic 5: kurdish, soldier, attack, two, three 
##  Topic 6: forc, defens, --, people’, terörist 
##  Topic 7: --, milit, pkk, iraq, turkish 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, kurd, four 
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## Completing Iteration 81 (approx. per word bound = -4.094, relative change = 2.531e-04) 
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## Completing Iteration 85 (approx. per word bound = -4.087, relative change = 5.420e-04) 
## Topic 1: r, rebel, ankara, terrorist, kurd 
##  Topic 2: violenc, five, eight, die, r 
##  Topic 3: turkish, turkey, two, fight, rebel 
##  Topic 4: --, european, rebel, peopl, one 
##  Topic 5: kurdish, soldier, attack, two, three 
##  Topic 6: forc, --, defens, people’, peopl 
##  Topic 7: --, milit, turkish, pkk, iraq 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, kurd, four 
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## Completing Iteration 86 (approx. per word bound = -4.085, relative change = 5.295e-04) 
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## Completing Iteration 87 (approx. per word bound = -4.083, relative change = 4.537e-04) 
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## Completing Iteration 88 (approx. per word bound = -4.082, relative change = 3.902e-04) 
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## Completing Iteration 89 (approx. per word bound = -4.080, relative change = 3.479e-04) 
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## Completing Iteration 90 (approx. per word bound = -4.079, relative change = 3.274e-04) 
## Topic 1: r, rebel, ankara, terrorist, kurd 
##  Topic 2: r, violenc, five, turkey, eight 
##  Topic 3: turkish, turkey, two, fight, rebel 
##  Topic 4: --, european, rebel, one, dead 
##  Topic 5: kurdish, soldier, attack, two, three 
##  Topic 6: forc, --, defens, people’, peopl 
##  Topic 7: --, milit, turkish, pkk, iraq 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, kurd, four 
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## Completing Iteration 91 (approx. per word bound = -4.078, relative change = 3.170e-04) 
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## Completing Iteration 92 (approx. per word bound = -4.076, relative change = 3.028e-04) 
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## Completing Iteration 93 (approx. per word bound = -4.075, relative change = 2.932e-04) 
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## Completing Iteration 94 (approx. per word bound = -4.074, relative change = 2.878e-04) 
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## Completing Iteration 95 (approx. per word bound = -4.073, relative change = 2.542e-04) 
## Topic 1: rebel, r, ankara, terrorist, kurd 
##  Topic 2: r, turkey, kurdish, violenc, five 
##  Topic 3: turkish, turkey, two, fight, rebel 
##  Topic 4: --, european, rebel, dead, one 
##  Topic 5: soldier, kurdish, attack, two, three 
##  Topic 6: forc, --, defens, people’, peopl 
##  Topic 7: --, milit, turkish, pkk, iraq 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, kurd, four 
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## Completing Iteration 96 (approx. per word bound = -4.072, relative change = 2.216e-04) 
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## Completing Iteration 97 (approx. per word bound = -4.071, relative change = 2.032e-04) 
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## Completing Iteration 98 (approx. per word bound = -4.070, relative change = 2.012e-04) 
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## Completing Iteration 99 (approx. per word bound = -4.070, relative change = 1.876e-04) 
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## Completing Iteration 100 (approx. per word bound = -4.069, relative change = 1.602e-04) 
## Topic 1: rebel, r, ankara, kurd, terrorist 
##  Topic 2: r, turkey, kurdish, violenc, five 
##  Topic 3: turkish, turkey, two, fight, rebel 
##  Topic 4: --, european, rebel, dead, one 
##  Topic 5: soldier, kurdish, attack, two, three 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, pkk, kill 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, kurd, four 
## ....................................................................................................
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## Completing Iteration 101 (approx. per word bound = -4.068, relative change = 1.489e-04) 
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## Completing Iteration 102 (approx. per word bound = -4.068, relative change = 1.474e-04) 
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## Completing Iteration 103 (approx. per word bound = -4.067, relative change = 1.536e-04) 
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## Completing Iteration 104 (approx. per word bound = -4.067, relative change = 1.439e-04) 
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## Completing Iteration 105 (approx. per word bound = -4.066, relative change = 1.286e-04) 
## Topic 1: rebel, r, ankara, kurd, terrorist 
##  Topic 2: r, kurdish, turkey, violenc, five 
##  Topic 3: turkish, turkey, two, rebel, fight 
##  Topic 4: --, european, rebel, dead, roj 
##  Topic 5: soldier, kurdish, attack, two, three 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, pkk, kill 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, kurd, four 
## ....................................................................................................
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## Completing Iteration 106 (approx. per word bound = -4.066, relative change = 1.135e-04) 
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## Completing Iteration 107 (approx. per word bound = -4.065, relative change = 9.390e-05) 
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## Completing Iteration 108 (approx. per word bound = -4.065, relative change = 7.560e-05) 
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## Completing Iteration 109 (approx. per word bound = -4.065, relative change = 5.672e-05) 
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## Completing Iteration 110 (approx. per word bound = -4.064, relative change = 5.310e-05) 
## Topic 1: rebel, ankara, r, kurd, terrorist 
##  Topic 2: r, kurdish, turkey, violenc, five 
##  Topic 3: turkish, turkey, two, rebel, fight 
##  Topic 4: --, european, rebel, dead, roj 
##  Topic 5: soldier, kurdish, attack, two, three 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, pkk, kill 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, kurd 
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## Completing Iteration 111 (approx. per word bound = -4.064, relative change = 4.470e-05) 
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## Completing Iteration 112 (approx. per word bound = -4.064, relative change = 7.105e-05) 
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## Completing Iteration 113 (approx. per word bound = -4.064, relative change = 9.310e-05) 
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## Completing Iteration 114 (approx. per word bound = -4.063, relative change = 7.092e-05) 
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## Completing Iteration 115 (approx. per word bound = -4.063, relative change = 4.199e-05) 
## Topic 1: rebel, ankara, kurd, r, terrorist 
##  Topic 2: r, kurdish, turkey, violenc, five 
##  Topic 3: turkish, turkey, two, rebel, fight 
##  Topic 4: --, european, rebel, dead, roj 
##  Topic 5: soldier, kurdish, attack, two, three 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, pkk, kill 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, kurd 
## ....................................................................................................
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## Completing Iteration 116 (approx. per word bound = -4.063, relative change = 2.584e-05) 
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## Completing Iteration 117 (approx. per word bound = -4.063, relative change = 2.968e-05) 
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## Completing Iteration 118 (approx. per word bound = -4.063, relative change = 3.923e-05) 
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## Completing Iteration 119 (approx. per word bound = -4.063, relative change = 3.589e-05) 
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## Completing Iteration 120 (approx. per word bound = -4.062, relative change = 2.773e-05) 
## Topic 1: rebel, ankara, kurd, terrorist, r 
##  Topic 2: r, kurdish, turkey, violenc, five 
##  Topic 3: turkish, turkey, two, rebel, fight 
##  Topic 4: --, european, rebel, dead, roj 
##  Topic 5: soldier, kurdish, attack, two, three 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, pkk, kill 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, kurd 
## ....................................................................................................
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## Completing Iteration 121 (approx. per word bound = -4.062, relative change = 2.232e-05) 
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## Completing Iteration 122 (approx. per word bound = -4.062, relative change = 2.042e-05) 
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## Completing Iteration 123 (approx. per word bound = -4.062, relative change = 2.151e-05) 
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## Completing Iteration 124 (approx. per word bound = -4.062, relative change = 2.429e-05) 
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## Completing Iteration 125 (approx. per word bound = -4.062, relative change = 2.466e-05) 
## Topic 1: rebel, ankara, kurd, terrorist, r 
##  Topic 2: r, kurdish, turkey, violenc, five 
##  Topic 3: turkish, turkey, two, rebel, fight 
##  Topic 4: --, european, rebel, dead, roj 
##  Topic 5: soldier, kurdish, attack, two, three 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, pkk, kill 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, kurd 
## ....................................................................................................
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## Completing Iteration 126 (approx. per word bound = -4.062, relative change = 1.874e-05) 
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## Completing Iteration 127 (approx. per word bound = -4.062, relative change = 2.138e-05) 
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## Completing Iteration 128 (approx. per word bound = -4.062, relative change = 1.905e-05) 
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## Completing Iteration 129 (approx. per word bound = -4.062, relative change = 2.382e-05) 
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## Completing Iteration 130 (approx. per word bound = -4.062, relative change = 2.659e-05) 
## Topic 1: rebel, ankara, kurd, terrorist, r 
##  Topic 2: r, kurdish, turkey, violenc, five 
##  Topic 3: turkish, turkey, two, rebel, fight 
##  Topic 4: --, european, rebel, dead, roj 
##  Topic 5: soldier, kurdish, attack, two, three 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, pkk, turkish, kill 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, kurd 
## ....................................................................................................
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## Completing Iteration 131 (approx. per word bound = -4.061, relative change = 2.288e-05) 
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## Completing Iteration 132 (approx. per word bound = -4.061, relative change = 2.952e-05) 
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## Completing Iteration 133 (approx. per word bound = -4.061, relative change = 5.418e-05) 
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## Completing Iteration 134 (approx. per word bound = -4.061, relative change = 6.752e-05) 
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## Completing Iteration 135 (approx. per word bound = -4.061, relative change = 4.773e-05) 
## Topic 1: rebel, ankara, kurd, terrorist, f 
##  Topic 2: r, turkey, kurdish, violenc, five 
##  Topic 3: turkish, turkey, two, rebel, fight 
##  Topic 4: --, european, rebel, dead, roj 
##  Topic 5: soldier, kurdish, attack, two, three 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, pkk, turkish, kill 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, kurd 
## ....................................................................................................
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## Completing Iteration 136 (approx. per word bound = -4.061, relative change = 4.511e-05) 
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## Completing Iteration 137 (approx. per word bound = -4.060, relative change = 7.017e-05) 
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## Completing Iteration 138 (approx. per word bound = -4.060, relative change = 9.243e-05) 
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## Completing Iteration 139 (approx. per word bound = -4.060, relative change = 6.302e-05) 
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## Completing Iteration 140 (approx. per word bound = -4.059, relative change = 6.326e-05) 
## Topic 1: rebel, ankara, kurd, terrorist, f 
##  Topic 2: r, turkey, kurdish, violenc, five 
##  Topic 3: turkish, turkey, two, rebel, fight 
##  Topic 4: --, european, rebel, dead, roj 
##  Topic 5: soldier, kurdish, attack, two, three 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, pkk, turkish, kill 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, kurd 
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## Completing Iteration 141 (approx. per word bound = -4.059, relative change = 7.174e-05) 
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## Completing Iteration 142 (approx. per word bound = -4.059, relative change = 7.936e-05) 
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## Completing Iteration 143 (approx. per word bound = -4.058, relative change = 8.255e-05) 
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## Completing Iteration 144 (approx. per word bound = -4.058, relative change = 8.181e-05) 
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## Completing Iteration 145 (approx. per word bound = -4.058, relative change = 7.825e-05) 
## Topic 1: rebel, ankara, kurd, terrorist, f 
##  Topic 2: r, turkey, kurdish, violenc, five 
##  Topic 3: turkish, turkey, rebel, two, fight 
##  Topic 4: --, european, rebel, dead, civilian 
##  Topic 5: soldier, kurdish, attack, two, three 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, pkk, turkish, kill 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, kurd 
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## Completing Iteration 146 (approx. per word bound = -4.057, relative change = 7.520e-05) 
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## Completing Iteration 150 (approx. per word bound = -4.056, relative change = 7.287e-05) 
## Topic 1: rebel, ankara, kurd, terrorist, f 
##  Topic 2: r, turkey, kurdish, violenc, five 
##  Topic 3: turkish, turkey, rebel, two, fight 
##  Topic 4: --, european, rebel, dead, oper 
##  Topic 5: soldier, kurdish, attack, two, three 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, pkk, turkish, kill 
##  Topic 8: troop, secur, forc, six, oper 
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## Completing Iteration 151 (approx. per word bound = -4.056, relative change = 7.178e-05) 
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## Completing Iteration 155 (approx. per word bound = -4.054, relative change = 1.154e-04) 
## Topic 1: rebel, ankara, kurd, terrorist, f 
##  Topic 2: r, turkey, kurdish, violenc, five 
##  Topic 3: turkish, turkey, rebel, two, fight 
##  Topic 4: --, european, rebel, dead, oper 
##  Topic 5: soldier, kurdish, attack, two, three 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, pkk, kill, turkish 
##  Topic 8: troop, secur, forc, six, oper 
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## Completing Iteration 160 (approx. per word bound = -4.052, relative change = 7.787e-05) 
## Topic 1: rebel, ankara, kurd, terrorist, f 
##  Topic 2: r, turkey, kurdish, violenc, five 
##  Topic 3: turkish, turkey, rebel, two, fight 
##  Topic 4: --, european, rebel, dead, oper 
##  Topic 5: soldier, kurdish, attack, turkey, two 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, pkk, kill, turkish 
##  Topic 8: troop, secur, forc, six, oper 
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## Completing Iteration 165 (approx. per word bound = -4.050, relative change = 1.109e-04) 
## Topic 1: rebel, ankara, kurd, terrorist, f 
##  Topic 2: r, turkey, kurdish, violenc, five 
##  Topic 3: turkish, rebel, turkey, two, fight 
##  Topic 4: --, european, rebel, dead, oper 
##  Topic 5: soldier, kurdish, attack, turkey, two 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, pkk, kill, turkish 
##  Topic 8: troop, secur, forc, six, oper 
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## Completing Iteration 170 (approx. per word bound = -4.048, relative change = 9.457e-05) 
## Topic 1: ankara, rebel, kurd, terrorist, f 
##  Topic 2: r, turkey, kurdish, violenc, die 
##  Topic 3: turkish, rebel, two, turkey, fight 
##  Topic 4: --, european, rebel, dead, oper 
##  Topic 5: soldier, kurdish, turkey, attack, two 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, pkk, turkish, kill 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, kurd 
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## Completing Iteration 171 (approx. per word bound = -4.047, relative change = 1.028e-04) 
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## Completing Iteration 175 (approx. per word bound = -4.045, relative change = 8.041e-05) 
## Topic 1: ankara, rebel, terrorist, kurd, f 
##  Topic 2: r, turkey, kurdish, violenc, die 
##  Topic 3: turkish, rebel, two, turkey, fight 
##  Topic 4: --, european, rebel, dead, armi 
##  Topic 5: soldier, kurdish, turkey, attack, two 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, pkk, kill 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, kurd 
## ....................................................................................................
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## Completing Iteration 176 (approx. per word bound = -4.045, relative change = 8.902e-05) 
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## Completing Iteration 177 (approx. per word bound = -4.044, relative change = 1.048e-04) 
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## Completing Iteration 178 (approx. per word bound = -4.044, relative change = 1.237e-04) 
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## Completing Iteration 179 (approx. per word bound = -4.043, relative change = 1.325e-04) 
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## Completing Iteration 180 (approx. per word bound = -4.043, relative change = 1.289e-04) 
## Topic 1: ankara, rebel, terrorist, kurd, f 
##  Topic 2: r, turkey, kurdish, violenc, kurd 
##  Topic 3: turkish, rebel, two, turkey, fight 
##  Topic 4: --, european, rebel, dead, armi 
##  Topic 5: soldier, kurdish, turkey, attack, two 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, pkk, kill 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, kurd 
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## Completing Iteration 181 (approx. per word bound = -4.042, relative change = 1.360e-04) 
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## Completing Iteration 182 (approx. per word bound = -4.042, relative change = 1.348e-04) 
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## Completing Iteration 183 (approx. per word bound = -4.041, relative change = 1.082e-04) 
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## Completing Iteration 184 (approx. per word bound = -4.041, relative change = 9.522e-05) 
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## Completing Iteration 185 (approx. per word bound = -4.040, relative change = 9.021e-05) 
## Topic 1: ankara, rebel, terrorist, kurd, f 
##  Topic 2: r, turkey, kurdish, kurd, violenc 
##  Topic 3: turkish, rebel, two, fight, turkey 
##  Topic 4: --, european, rebel, armi, dead 
##  Topic 5: soldier, turkey, kurdish, attack, two 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, pkk, kill 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, three 
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## Completing Iteration 186 (approx. per word bound = -4.040, relative change = 8.842e-05) 
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## Completing Iteration 187 (approx. per word bound = -4.040, relative change = 8.742e-05) 
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## Completing Iteration 188 (approx. per word bound = -4.039, relative change = 8.249e-05) 
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## Completing Iteration 189 (approx. per word bound = -4.039, relative change = 7.708e-05) 
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## Completing Iteration 190 (approx. per word bound = -4.039, relative change = 7.565e-05) 
## Topic 1: ankara, rebel, terrorist, f, kurd 
##  Topic 2: r, turkey, kurdish, kurd, violenc 
##  Topic 3: turkish, rebel, two, fight, offici 
##  Topic 4: --, european, armi, rebel, dead 
##  Topic 5: soldier, turkey, kurdish, attack, two 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, pkk, kill 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, three 
## ....................................................................................................
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## Completing Iteration 191 (approx. per word bound = -4.038, relative change = 7.867e-05) 
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## Completing Iteration 192 (approx. per word bound = -4.038, relative change = 8.898e-05) 
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## Completing Iteration 193 (approx. per word bound = -4.038, relative change = 1.008e-04) 
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## Completing Iteration 194 (approx. per word bound = -4.037, relative change = 9.034e-05) 
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## Completing Iteration 195 (approx. per word bound = -4.037, relative change = 7.743e-05) 
## Topic 1: ankara, terrorist, rebel, f, clash 
##  Topic 2: r, turkey, kurdish, kurd, violenc 
##  Topic 3: turkish, rebel, two, fight, offici 
##  Topic 4: --, european, armi, dead, pkk 
##  Topic 5: soldier, turkey, kurdish, attack, two 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, three 
## ....................................................................................................
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## Completing Iteration 196 (approx. per word bound = -4.037, relative change = 7.183e-05) 
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## Completing Iteration 197 (approx. per word bound = -4.036, relative change = 6.903e-05) 
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## Completing Iteration 198 (approx. per word bound = -4.036, relative change = 6.842e-05) 
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## Completing Iteration 199 (approx. per word bound = -4.036, relative change = 7.402e-05) 
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## Completing Iteration 200 (approx. per word bound = -4.035, relative change = 9.773e-05) 
## Topic 1: ankara, terrorist, rebel, f, clash 
##  Topic 2: r, turkey, kurdish, kurd, violenc 
##  Topic 3: turkish, rebel, two, fight, offici 
##  Topic 4: --, european, armi, pkk, dead 
##  Topic 5: soldier, turkey, kurdish, attack, two 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, three 
## ....................................................................................................
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## Completing Iteration 201 (approx. per word bound = -4.035, relative change = 1.183e-04) 
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## Completing Iteration 202 (approx. per word bound = -4.035, relative change = 8.154e-05) 
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## Completing Iteration 203 (approx. per word bound = -4.034, relative change = 7.316e-05) 
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## Completing Iteration 204 (approx. per word bound = -4.034, relative change = 7.798e-05) 
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## Completing Iteration 205 (approx. per word bound = -4.034, relative change = 9.185e-05) 
## Topic 1: ankara, terrorist, rebel, turkish, f 
##  Topic 2: r, turkey, kurd, kurdish, violenc 
##  Topic 3: turkish, rebel, two, fight, offici 
##  Topic 4: --, european, armi, pkk, dead 
##  Topic 5: soldier, turkey, kurdish, attack, two 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, three 
## ....................................................................................................
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## Completing Iteration 206 (approx. per word bound = -4.033, relative change = 9.458e-05) 
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## Completing Iteration 207 (approx. per word bound = -4.033, relative change = 9.273e-05) 
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## Completing Iteration 208 (approx. per word bound = -4.033, relative change = 8.735e-05) 
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## Completing Iteration 209 (approx. per word bound = -4.032, relative change = 8.606e-05) 
## ....................................................................................................
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## Completing Iteration 210 (approx. per word bound = -4.032, relative change = 8.491e-05) 
## Topic 1: ankara, terrorist, turkish, rebel, f 
##  Topic 2: r, turkey, kurd, kurdish, kill 
##  Topic 3: turkish, rebel, two, fight, offici 
##  Topic 4: --, european, pkk, armi, dead 
##  Topic 5: soldier, turkey, kurdish, attack, two 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, three 
## ....................................................................................................
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## Completing Iteration 211 (approx. per word bound = -4.032, relative change = 8.557e-05) 
## ....................................................................................................
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## Completing Iteration 212 (approx. per word bound = -4.031, relative change = 9.343e-05) 
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## Completing Iteration 213 (approx. per word bound = -4.031, relative change = 1.025e-04) 
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## Completing Iteration 214 (approx. per word bound = -4.030, relative change = 1.013e-04) 
## ....................................................................................................
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## Completing Iteration 215 (approx. per word bound = -4.030, relative change = 1.088e-04) 
## Topic 1: ankara, terrorist, turkish, f, rebel 
##  Topic 2: r, turkey, kurd, kurdish, kill 
##  Topic 3: turkish, rebel, two, offici, fight 
##  Topic 4: --, european, pkk, armi, dead 
##  Topic 5: soldier, turkey, kurdish, attack, kill 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, three 
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## Completing Iteration 216 (approx. per word bound = -4.029, relative change = 1.107e-04) 
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## Completing Iteration 217 (approx. per word bound = -4.029, relative change = 1.028e-04) 
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## Completing Iteration 218 (approx. per word bound = -4.029, relative change = 1.040e-04) 
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## Completing Iteration 219 (approx. per word bound = -4.028, relative change = 1.117e-04) 
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## Completing Iteration 220 (approx. per word bound = -4.028, relative change = 1.252e-04) 
## Topic 1: ankara, terrorist, turkish, f, rebel 
##  Topic 2: r, turkey, kurd, kurdish, kill 
##  Topic 3: turkish, rebel, two, offici, offic 
##  Topic 4: --, european, pkk, armi, dead 
##  Topic 5: soldier, turkey, kurdish, attack, kill 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, turkish, milit, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, three 
## ....................................................................................................
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## Completing Iteration 221 (approx. per word bound = -4.027, relative change = 1.388e-04) 
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## Completing Iteration 222 (approx. per word bound = -4.026, relative change = 1.736e-04) 
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## Completing Iteration 223 (approx. per word bound = -4.026, relative change = 2.118e-04) 
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## Completing Iteration 224 (approx. per word bound = -4.025, relative change = 1.798e-04) 
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## Completing Iteration 225 (approx. per word bound = -4.024, relative change = 2.079e-04) 
## Topic 1: ankara, terrorist, turkish, f, anatolia 
##  Topic 2: r, turkey, kurd, kurdish, kill 
##  Topic 3: turkish, rebel, two, offici, offic 
##  Topic 4: --, european, pkk, armi, dead 
##  Topic 5: soldier, turkey, kurdish, attack, kill 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, turkish, milit, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, three 
## ....................................................................................................
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## Completing Iteration 226 (approx. per word bound = -4.023, relative change = 2.120e-04) 
## ....................................................................................................
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## Completing Iteration 227 (approx. per word bound = -4.022, relative change = 1.988e-04) 
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## Completing Iteration 228 (approx. per word bound = -4.022, relative change = 1.996e-04) 
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## Completing Iteration 229 (approx. per word bound = -4.021, relative change = 1.961e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 230 (approx. per word bound = -4.020, relative change = 1.888e-04) 
## Topic 1: ankara, terrorist, turkish, f, anatolia 
##  Topic 2: r, turkey, kurd, kurdish, rebel 
##  Topic 3: turkish, rebel, two, offici, offic 
##  Topic 4: --, european, pkk, armi, dead 
##  Topic 5: soldier, turkey, kurdish, attack, kill 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, three 
## ....................................................................................................
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## Completing Iteration 231 (approx. per word bound = -4.019, relative change = 1.791e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 232 (approx. per word bound = -4.019, relative change = 1.676e-04) 
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## Completing Iteration 235 (approx. per word bound = -4.017, relative change = 1.274e-04) 
## Topic 1: ankara, terrorist, turkish, f, anatolia 
##  Topic 2: r, turkey, kurd, rebel, kurdish 
##  Topic 3: turkish, rebel, two, offici, offic 
##  Topic 4: --, european, pkk, armi, dead 
##  Topic 5: soldier, turkey, kurdish, attack, kill 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, three 
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## Completing Iteration 236 (approx. per word bound = -4.016, relative change = 1.151e-04) 
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## Completing Iteration 240 (approx. per word bound = -4.015, relative change = 8.602e-05) 
## Topic 1: ankara, terrorist, turkish, f, anatolia 
##  Topic 2: r, turkey, rebel, kurd, kurdish 
##  Topic 3: turkish, rebel, two, offici, offic 
##  Topic 4: --, european, pkk, armi, dead 
##  Topic 5: soldier, turkey, kurdish, attack, kill 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
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## Topic 1: ankara, terrorist, turkish, f, anatolia 
##  Topic 2: r, turkey, rebel, kurd, kurdish 
##  Topic 3: turkish, rebel, two, offici, offic 
##  Topic 4: --, european, pkk, armi, dead 
##  Topic 5: soldier, turkey, kurdish, attack, kill 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
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## Topic 1: ankara, terrorist, turkish, f, anatolia 
##  Topic 2: r, turkey, rebel, kurd, kill 
##  Topic 3: turkish, rebel, two, offici, offic 
##  Topic 4: --, european, pkk, armi, dead 
##  Topic 5: soldier, turkey, kurdish, attack, kill 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
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## Completing Iteration 255 (approx. per word bound = -4.008, relative change = 5.755e-05) 
## Topic 1: ankara, terrorist, turkish, f, anatolia 
##  Topic 2: r, turkey, rebel, kurd, kill 
##  Topic 3: turkish, rebel, two, offici, offic 
##  Topic 4: --, european, pkk, armi, dead 
##  Topic 5: soldier, turkey, kurdish, attack, kill 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
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## Completing Iteration 260 (approx. per word bound = -4.007, relative change = 7.451e-05) 
## Topic 1: ankara, terrorist, turkish, f, kill 
##  Topic 2: r, turkey, rebel, kurd, kill 
##  Topic 3: turkish, rebel, two, offici, offic 
##  Topic 4: --, european, pkk, armi, dead 
##  Topic 5: soldier, turkey, kurdish, attack, kill 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
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## Completing Iteration 261 (approx. per word bound = -4.007, relative change = 5.347e-05) 
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## Completing Iteration 264 (approx. per word bound = -4.006, relative change = 6.832e-05) 
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## Completing Iteration 265 (approx. per word bound = -4.006, relative change = 5.471e-05) 
## Topic 1: ankara, terrorist, turkish, f, kill 
##  Topic 2: r, turkey, rebel, kurd, kill 
##  Topic 3: turkish, rebel, two, offici, offic 
##  Topic 4: --, european, pkk, armi, turkey 
##  Topic 5: soldier, turkey, kurdish, attack, kill 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
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## Completing Iteration 266 (approx. per word bound = -4.006, relative change = 4.233e-05) 
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## Completing Iteration 267 (approx. per word bound = -4.006, relative change = 4.137e-05) 
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## Completing Iteration 269 (approx. per word bound = -4.005, relative change = 5.469e-05) 
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## Completing Iteration 270 (approx. per word bound = -4.005, relative change = 7.592e-05) 
## Topic 1: ankara, terrorist, turkish, f, kill 
##  Topic 2: r, turkey, rebel, kill, kurd 
##  Topic 3: turkish, rebel, two, offici, offic 
##  Topic 4: --, european, pkk, armi, turkey 
##  Topic 5: soldier, turkey, kurdish, attack, kill 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, three 
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## Completing Iteration 271 (approx. per word bound = -4.005, relative change = 6.809e-05) 
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## Completing Iteration 272 (approx. per word bound = -4.005, relative change = 4.384e-05) 
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## Completing Iteration 273 (approx. per word bound = -4.004, relative change = 3.683e-05) 
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## Completing Iteration 274 (approx. per word bound = -4.004, relative change = 3.627e-05) 
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## Completing Iteration 275 (approx. per word bound = -4.004, relative change = 3.869e-05) 
## Topic 1: ankara, terrorist, turkish, f, kill 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: turkish, rebel, two, offici, offic 
##  Topic 4: --, european, pkk, armi, turkey 
##  Topic 5: soldier, turkey, kurdish, attack, kill 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, three 
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## Completing Iteration 276 (approx. per word bound = -4.004, relative change = 4.062e-05) 
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## Completing Iteration 277 (approx. per word bound = -4.004, relative change = 4.291e-05) 
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## Completing Iteration 278 (approx. per word bound = -4.004, relative change = 5.168e-05) 
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## Completing Iteration 279 (approx. per word bound = -4.003, relative change = 6.329e-05) 
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## Completing Iteration 280 (approx. per word bound = -4.003, relative change = 7.325e-05) 
## Topic 1: ankara, terrorist, turkish, f, kill 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: turkish, rebel, two, offici, offic 
##  Topic 4: --, european, pkk, turkey, armi 
##  Topic 5: soldier, turkey, kill, kurdish, attack 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, three 
## ....................................................................................................
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## Completing Iteration 281 (approx. per word bound = -4.003, relative change = 7.376e-05) 
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## Completing Iteration 282 (approx. per word bound = -4.003, relative change = 6.029e-05) 
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## Completing Iteration 283 (approx. per word bound = -4.002, relative change = 4.732e-05) 
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## Completing Iteration 284 (approx. per word bound = -4.002, relative change = 4.267e-05) 
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## Completing Iteration 285 (approx. per word bound = -4.002, relative change = 4.365e-05) 
## Topic 1: ankara, terrorist, turkish, f, kill 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: turkish, rebel, two, offici, offic 
##  Topic 4: --, european, pkk, kurdish, turkey 
##  Topic 5: soldier, turkey, kill, attack, kurdish 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, three 
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## Completing Iteration 286 (approx. per word bound = -4.002, relative change = 4.828e-05) 
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## Completing Iteration 287 (approx. per word bound = -4.002, relative change = 5.355e-05) 
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## Completing Iteration 288 (approx. per word bound = -4.001, relative change = 5.101e-05) 
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## Completing Iteration 289 (approx. per word bound = -4.001, relative change = 4.758e-05) 
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## Completing Iteration 290 (approx. per word bound = -4.001, relative change = 5.628e-05) 
## Topic 1: ankara, terrorist, turkish, f, kill 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: turkish, rebel, two, offici, offic 
##  Topic 4: --, european, kurdish, pkk, turkey 
##  Topic 5: soldier, turkey, kill, attack, kurdish 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, three 
## ....................................................................................................
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## Completing Iteration 291 (approx. per word bound = -4.001, relative change = 6.644e-05) 
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## Completing Iteration 292 (approx. per word bound = -4.001, relative change = 5.514e-05) 
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## Completing Iteration 293 (approx. per word bound = -4.000, relative change = 3.910e-05) 
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## Completing Iteration 294 (approx. per word bound = -4.000, relative change = 3.602e-05) 
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## Completing Iteration 295 (approx. per word bound = -4.000, relative change = 3.662e-05) 
## Topic 1: ankara, terrorist, turkish, f, kill 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: turkish, two, rebel, offici, kill 
##  Topic 4: --, european, kurdish, rebel, pkk 
##  Topic 5: soldier, kill, turkey, attack, kurdish 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, three 
## ....................................................................................................
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## Completing Iteration 296 (approx. per word bound = -4.000, relative change = 3.863e-05) 
## ....................................................................................................
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## Completing Iteration 297 (approx. per word bound = -4.000, relative change = 3.851e-05) 
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## Completing Iteration 298 (approx. per word bound = -4.000, relative change = 3.762e-05) 
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## Completing Iteration 299 (approx. per word bound = -3.999, relative change = 3.837e-05) 
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## Completing Iteration 300 (approx. per word bound = -3.999, relative change = 4.360e-05) 
## Topic 1: ankara, terrorist, turkish, f, kill 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: turkish, two, rebel, kill, offici 
##  Topic 4: --, european, kurdish, rebel, turkey 
##  Topic 5: soldier, kill, turkey, attack, -- 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, three 
## ....................................................................................................
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## Completing Iteration 301 (approx. per word bound = -3.999, relative change = 5.493e-05) 
## ....................................................................................................
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## Completing Iteration 302 (approx. per word bound = -3.999, relative change = 6.715e-05) 
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## Completing Iteration 303 (approx. per word bound = -3.999, relative change = 6.743e-05) 
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## Completing Iteration 304 (approx. per word bound = -3.998, relative change = 6.512e-05) 
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## Completing Iteration 305 (approx. per word bound = -3.998, relative change = 5.844e-05) 
## Topic 1: ankara, terrorist, turkish, f, kill 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: turkish, two, rebel, kill, offici 
##  Topic 4: --, european, kurdish, rebel, turkey 
##  Topic 5: soldier, kill, turkey, attack, -- 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, three 
## ....................................................................................................
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## Completing Iteration 306 (approx. per word bound = -3.998, relative change = 5.212e-05) 
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## Completing Iteration 307 (approx. per word bound = -3.998, relative change = 4.714e-05) 
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## Completing Iteration 308 (approx. per word bound = -3.997, relative change = 4.476e-05) 
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## Completing Iteration 309 (approx. per word bound = -3.997, relative change = 3.796e-05) 
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## Completing Iteration 310 (approx. per word bound = -3.997, relative change = 2.959e-05) 
## Topic 1: ankara, terrorist, f, turkish, kill 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: turkish, two, rebel, kill, five 
##  Topic 4: --, european, kurdish, rebel, turkey 
##  Topic 5: soldier, kill, turkey, attack, -- 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, three 
## ....................................................................................................
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## Completing Iteration 311 (approx. per word bound = -3.997, relative change = 2.653e-05) 
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## Completing Iteration 312 (approx. per word bound = -3.997, relative change = 2.629e-05) 
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## Completing Iteration 313 (approx. per word bound = -3.997, relative change = 3.046e-05) 
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## Completing Iteration 314 (approx. per word bound = -3.997, relative change = 4.985e-05) 
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## Completing Iteration 315 (approx. per word bound = -3.996, relative change = 6.268e-05) 
## Topic 1: ankara, terrorist, f, turkish, kill 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: turkish, two, rebel, kill, five 
##  Topic 4: --, european, kurdish, rebel, turkey 
##  Topic 5: soldier, kill, turkey, attack, -- 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, three 
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## Completing Iteration 316 (approx. per word bound = -3.996, relative change = 2.680e-05) 
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## Completing Iteration 317 (approx. per word bound = -3.996, relative change = 2.010e-05) 
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## Completing Iteration 318 (approx. per word bound = -3.996, relative change = 1.892e-05) 
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## Completing Iteration 319 (approx. per word bound = -3.996, relative change = 1.884e-05) 
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## Completing Iteration 320 (approx. per word bound = -3.996, relative change = 1.779e-05) 
## Topic 1: ankara, terrorist, f, turkish, kill 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: turkish, two, rebel, kill, five 
##  Topic 4: --, european, kurdish, rebel, turkey 
##  Topic 5: soldier, kill, turkey, attack, -- 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, three 
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## Completing Iteration 321 (approx. per word bound = -3.996, relative change = 1.682e-05) 
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## Completing Iteration 325 (approx. per word bound = -3.996, relative change = 1.617e-05) 
## Topic 1: ankara, terrorist, f, turkish, kill 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: turkish, two, kill, five, rebel 
##  Topic 4: --, european, kurdish, rebel, turkey 
##  Topic 5: soldier, kill, turkey, attack, -- 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
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## Completing Iteration 330 (approx. per word bound = -3.995, relative change = 1.501e-05) 
## Topic 1: ankara, terrorist, f, turkish, kill 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: turkish, two, kill, five, three 
##  Topic 4: --, european, kurdish, rebel, turkey 
##  Topic 5: soldier, kill, turkey, attack, -- 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
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## Topic 1: ankara, terrorist, f, turkish, kill 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: turkish, two, kill, five, three 
##  Topic 4: --, european, kurdish, rebel, turkey 
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##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
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## Topic 1: ankara, terrorist, f, turkish, kill 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: turkish, two, kill, five, three 
##  Topic 4: --, european, kurdish, rebel, turkey 
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##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
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## Topic 1: ankara, terrorist, f, turkish, kill 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: turkish, two, kill, five, three 
##  Topic 4: --, european, kurdish, rebel, turkey 
##  Topic 5: soldier, kill, turkey, --, attack 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
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## Completing Iteration 350 (approx. per word bound = -3.993, relative change = 3.579e-05) 
## Topic 1: ankara, terrorist, turkish, f, kill 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: turkish, two, kill, five, three 
##  Topic 4: --, european, kurdish, rebel, turkey 
##  Topic 5: soldier, kill, --, turkey, attack 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
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## Completing Iteration 355 (approx. per word bound = -3.992, relative change = 6.509e-05) 
## Topic 1: ankara, terrorist, turkish, f, kill 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: turkish, two, kill, five, three 
##  Topic 4: --, european, kurdish, rebel, turkey 
##  Topic 5: soldier, kill, --, turkey, attack 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, nine 
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## Completing Iteration 356 (approx. per word bound = -3.992, relative change = 2.616e-05) 
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## Completing Iteration 360 (approx. per word bound = -3.991, relative change = 3.629e-05) 
## Topic 1: ankara, terrorist, turkish, f, kill 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: turkish, two, kill, five, three 
##  Topic 4: --, european, kurdish, rebel, turkey 
##  Topic 5: soldier, kill, --, turkey, attack 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, nine 
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## Completing Iteration 361 (approx. per word bound = -3.991, relative change = 2.611e-05) 
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## Completing Iteration 365 (approx. per word bound = -3.991, relative change = 2.392e-05) 
## Topic 1: ankara, terrorist, turkish, f, kill 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: turkish, two, kill, five, three 
##  Topic 4: --, european, kurdish, rebel, turkey 
##  Topic 5: soldier, kill, --, turkey, attack 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, nine 
## ....................................................................................................
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## Completing Iteration 366 (approx. per word bound = -3.990, relative change = 2.043e-05) 
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## Completing Iteration 367 (approx. per word bound = -3.990, relative change = 1.842e-05) 
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## Completing Iteration 368 (approx. per word bound = -3.990, relative change = 1.779e-05) 
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## Completing Iteration 369 (approx. per word bound = -3.990, relative change = 1.862e-05) 
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## Completing Iteration 370 (approx. per word bound = -3.990, relative change = 1.874e-05) 
## Topic 1: ankara, terrorist, turkish, f, kill 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: turkish, two, kill, five, three 
##  Topic 4: --, european, kurdish, rebel, turkey 
##  Topic 5: soldier, kill, --, turkey, attack 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, nine 
## ....................................................................................................
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## Completing Iteration 371 (approx. per word bound = -3.990, relative change = 1.825e-05) 
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## Completing Iteration 372 (approx. per word bound = -3.990, relative change = 1.984e-05) 
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## Completing Iteration 373 (approx. per word bound = -3.990, relative change = 2.799e-05) 
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## Completing Iteration 374 (approx. per word bound = -3.990, relative change = 1.609e-05) 
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## Completing Iteration 375 (approx. per word bound = -3.990, relative change = 1.609e-05) 
## Topic 1: ankara, terrorist, turkish, f, kill 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: turkish, two, kill, five, three 
##  Topic 4: --, kurdish, european, rebel, turkey 
##  Topic 5: soldier, kill, --, turkey, attack 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, nine 
## ....................................................................................................
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## Completing Iteration 376 (approx. per word bound = -3.990, relative change = 1.551e-05) 
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## Completing Iteration 377 (approx. per word bound = -3.990, relative change = 1.603e-05) 
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## Completing Iteration 378 (approx. per word bound = -3.990, relative change = 1.626e-05) 
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## Completing Iteration 379 (approx. per word bound = -3.989, relative change = 1.586e-05) 
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## Completing Iteration 380 (approx. per word bound = -3.989, relative change = 1.562e-05) 
## Topic 1: ankara, terrorist, turkish, f, kill 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: turkish, two, kill, five, three 
##  Topic 4: --, kurdish, european, rebel, turkey 
##  Topic 5: soldier, kill, --, attack, turkey 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, nine 
## ....................................................................................................
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## Completing Iteration 381 (approx. per word bound = -3.989, relative change = 1.640e-05) 
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## Completing Iteration 382 (approx. per word bound = -3.989, relative change = 1.808e-05) 
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## Completing Iteration 383 (approx. per word bound = -3.989, relative change = 2.223e-05) 
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## Completing Iteration 384 (approx. per word bound = -3.989, relative change = 2.903e-05) 
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## Completing Iteration 385 (approx. per word bound = -3.989, relative change = 4.115e-05) 
## Topic 1: ankara, terrorist, turkish, f, kill 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: turkish, two, kill, three, five 
##  Topic 4: --, kurdish, european, rebel, turkey 
##  Topic 5: soldier, kill, --, attack, turkey 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, nine 
## ....................................................................................................
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## Completing Iteration 386 (approx. per word bound = -3.989, relative change = 5.389e-05) 
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## Completing Iteration 387 (approx. per word bound = -3.988, relative change = 6.231e-05) 
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## Completing Iteration 388 (approx. per word bound = -3.988, relative change = 7.538e-05) 
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## Completing Iteration 389 (approx. per word bound = -3.988, relative change = 9.812e-05) 
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## Completing Iteration 390 (approx. per word bound = -3.987, relative change = 1.260e-04) 
## Topic 1: ankara, terrorist, turkish, f, kill 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: turkish, two, kill, three, five 
##  Topic 4: --, kurdish, european, rebel, turkey 
##  Topic 5: soldier, kill, --, turkey, attack 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, say, four, nine 
## ....................................................................................................
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## Completing Iteration 391 (approx. per word bound = -3.987, relative change = 1.553e-04) 
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## Completing Iteration 392 (approx. per word bound = -3.986, relative change = 1.833e-04) 
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## Completing Iteration 393 (approx. per word bound = -3.985, relative change = 1.942e-04) 
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## Completing Iteration 394 (approx. per word bound = -3.984, relative change = 1.798e-04) 
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## Completing Iteration 395 (approx. per word bound = -3.984, relative change = 1.462e-04) 
## Topic 1: ankara, terrorist, turkish, f, kill 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: turkish, two, kill, three, five 
##  Topic 4: --, kurdish, european, rebel, turkey 
##  Topic 5: soldier, kill, --, turkey, attack 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, four, nine, say 
## ....................................................................................................
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## Completing Iteration 396 (approx. per word bound = -3.983, relative change = 1.101e-04) 
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## Completing Iteration 397 (approx. per word bound = -3.983, relative change = 7.840e-05) 
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## Completing Iteration 398 (approx. per word bound = -3.983, relative change = 5.488e-05) 
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## Completing Iteration 399 (approx. per word bound = -3.983, relative change = 3.834e-05) 
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## Completing Iteration 400 (approx. per word bound = -3.983, relative change = 2.774e-05) 
## Topic 1: ankara, terrorist, turkish, f, kill 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: turkish, two, kill, five, three 
##  Topic 4: --, kurdish, european, rebel, turkey 
##  Topic 5: soldier, --, kill, attack, turkey 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, four, nine, villag 
## ....................................................................................................
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## Completing Iteration 401 (approx. per word bound = -3.983, relative change = 2.130e-05) 
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## Completing Iteration 402 (approx. per word bound = -3.982, relative change = 1.746e-05) 
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## Completing Iteration 403 (approx. per word bound = -3.982, relative change = 1.682e-05) 
## ....................................................................................................
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## Completing Iteration 404 (approx. per word bound = -3.982, relative change = 2.007e-05) 
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## Completing Iteration 405 (approx. per word bound = -3.982, relative change = 2.384e-05) 
## Topic 1: ankara, terrorist, turkish, f, anatolia 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: turkish, two, five, three, kill 
##  Topic 4: --, kurdish, european, rebel, turkey 
##  Topic 5: soldier, --, kill, attack, turkey 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, four, nine, villag 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 406 (approx. per word bound = -3.982, relative change = 1.936e-05) 
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## Completing Iteration 407 (approx. per word bound = -3.982, relative change = 1.749e-05) 
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## Completing Iteration 408 (approx. per word bound = -3.982, relative change = 1.642e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 409 (approx. per word bound = -3.982, relative change = 1.469e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 410 (approx. per word bound = -3.982, relative change = 1.262e-05) 
## Topic 1: ankara, terrorist, turkish, f, anatolia 
##  Topic 2: r, rebel, turkey, kill, kurd 
##  Topic 3: turkish, two, five, three, kill 
##  Topic 4: --, kurdish, european, rebel, turkey 
##  Topic 5: soldier, --, kill, attack, turkey 
##  Topic 6: --, forc, defens, people’, peopl 
##  Topic 7: --, milit, turkish, kill, pkk 
##  Topic 8: troop, secur, forc, six, oper 
##  Topic 9: kill, clash, four, nine, villag 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 411 (approx. per word bound = -3.982, relative change = 1.291e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 412 (approx. per word bound = -3.982, relative change = 1.890e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 413 (approx. per word bound = -3.982, relative change = 2.490e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 414 (approx. per word bound = -3.982, relative change = 1.670e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ..........
##   Recovering initialization...
##      ..................
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -5.133) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.764, relative change = 7.190e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.630, relative change = 2.803e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.555, relative change = 1.615e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.501, relative change = 1.201e-02) 
## Topic 1: polic, apr, guard, rebel, injur 
##  Topic 2: kill, r, secur, rebel, people’ 
##  Topic 3: kurdish, pkk, attack, three, armi 
##  Topic 4: forc, people’, militari, offici, etkisiz 
##  Topic 5: --, defens, say, four, eight 
##  Topic 6: f, jun, nine, mine, civilian 
##  Topic 7: iraq, one, _f, member, provinc 
##  Topic 8: ankara, peopl, six, fight, eleven 
##  Topic 9: turkish, turkey, --, rebel, clash 
##  Topic 10: kill, terrorist, troop, anatolia, european 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.450, relative change = 1.127e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.413, relative change = 8.256e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.391, relative change = 5.092e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.372, relative change = 4.213e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.355, relative change = 3.929e-03) 
## Topic 1: polic, apr, guard, injur, leav 
##  Topic 2: kill, r, rebel, secur, dead 
##  Topic 3: kurdish, pkk, attack, three, armi 
##  Topic 4: forc, people’, militari, offici, roj 
##  Topic 5: --, defens, say, four, eight 
##  Topic 6: f, jun, nine, sep, mine 
##  Topic 7: iraq, one, _f, air, member 
##  Topic 8: ankara, peopl, six, fight, ten 
##  Topic 9: turkish, turkey, --, rebel, clash 
##  Topic 10: kill, terrorist, troop, anatolia, european 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.340, relative change = 3.467e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.327, relative change = 2.922e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.315, relative change = 2.799e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.303, relative change = 2.841e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.291, relative change = 2.864e-03) 
## Topic 1: polic, apr, guard, injur, leav 
##  Topic 2: kill, r, rebel, secur, dead 
##  Topic 3: kurdish, pkk, attack, three, armi 
##  Topic 4: forc, people’, offici, militari, roj 
##  Topic 5: --, defens, say, eight, turk 
##  Topic 6: f, jun, nine, sep, captur 
##  Topic 7: iraq, one, milit, air, strike 
##  Topic 8: ankara, peopl, terrorist, six, fight 
##  Topic 9: turkish, turkey, --, clash, rebel 
##  Topic 10: kill, troop, terrorist, anatolia, european 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.279, relative change = 2.798e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -4.267, relative change = 2.810e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -4.255, relative change = 2.610e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -4.245, relative change = 2.332e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.236, relative change = 2.172e-03) 
## Topic 1: polic, apr, offici, guard, injur 
##  Topic 2: r, kill, rebel, secur, dead 
##  Topic 3: kurdish, attack, three, pkk, armi 
##  Topic 4: forc, people’, roj, view, full 
##  Topic 5: --, defens, say, turk, conflict 
##  Topic 6: f, jun, nine, sep, captur 
##  Topic 7: milit, iraq, pkk, one, militari 
##  Topic 8: ankara, terrorist, six, peopl, _f 
##  Topic 9: turkish, turkey, --, clash, kurd 
##  Topic 10: kill, troop, anatolia, european, terrorist 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.226, relative change = 2.317e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -4.217, relative change = 2.142e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -4.209, relative change = 1.899e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -4.201, relative change = 1.900e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -4.192, relative change = 2.158e-03) 
## Topic 1: bomb, polic, apr, offici, guard 
##  Topic 2: r, kill, rebel, dead, secur 
##  Topic 3: kurdish, attack, three, violenc, armi 
##  Topic 4: forc, people’, roj, view, full 
##  Topic 5: --, defens, say, peopl, turk 
##  Topic 6: f, jun, nine, sep, captur 
##  Topic 7: milit, pkk, iraq, --, one 
##  Topic 8: ankara, terrorist, turkish, six, _f 
##  Topic 9: turkish, turkey, --, clash, kurd 
##  Topic 10: kill, troop, european, anatolia, twelv 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -4.182, relative change = 2.448e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -4.171, relative change = 2.699e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -4.160, relative change = 2.696e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -4.149, relative change = 2.515e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -4.140, relative change = 2.289e-03) 
## Topic 1: bomb, polic, dead, apr, offici 
##  Topic 2: r, kill, rebel, say, dead 
##  Topic 3: kurdish, attack, three, violenc, armi 
##  Topic 4: forc, people’, roj, defens, view 
##  Topic 5: --, defens, peopl, turk, terörist 
##  Topic 6: f, nine, sep, captur, jun 
##  Topic 7: --, pkk, milit, iraq, militari 
##  Topic 8: ankara, terrorist, turkish, secur, anatolia 
##  Topic 9: turkey, turkish, clash, rebel, soldier 
##  Topic 10: kill, troop, european, one, anatolia 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -4.130, relative change = 2.193e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -4.122, relative change = 2.059e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -4.114, relative change = 1.922e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -4.107, relative change = 1.740e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -4.101, relative change = 1.523e-03) 
## Topic 1: bomb, polic, dead, apr, offici 
##  Topic 2: r, kill, rebel, kurd, troop 
##  Topic 3: kurdish, attack, three, violenc, five 
##  Topic 4: forc, people’, defens, roj, view 
##  Topic 5: --, defens, peopl, turk, terörist 
##  Topic 6: f, nine, sep, captur, mine 
##  Topic 7: --, pkk, milit, turkish, iraq 
##  Topic 8: ankara, turkish, terrorist, clash, secur 
##  Topic 9: turkey, turkish, rebel, soldier, clash 
##  Topic 10: kill, european, one, troop, anatolia 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -4.095, relative change = 1.364e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -4.090, relative change = 1.315e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -4.085, relative change = 1.256e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -4.080, relative change = 1.023e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -4.077, relative change = 8.487e-04) 
## Topic 1: bomb, polic, dead, offici, villag 
##  Topic 2: r, kill, rebel, kurd, troop 
##  Topic 3: kurdish, attack, three, five, violenc 
##  Topic 4: forc, people’, defens, roj, view 
##  Topic 5: --, defens, peopl, turk, terörist 
##  Topic 6: f, nine, captur, sep, mine 
##  Topic 7: --, pkk, turkish, milit, iraq 
##  Topic 8: ankara, turkish, terrorist, clash, anatolia 
##  Topic 9: turkey, turkish, rebel, soldier, clash 
##  Topic 10: kill, european, one, troop, dow 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -4.074, relative change = 7.482e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -4.071, relative change = 7.192e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -4.068, relative change = 6.973e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -4.065, relative change = 6.307e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -4.063, relative change = 5.135e-04) 
## Topic 1: bomb, polic, dead, offici, villag 
##  Topic 2: r, kill, kurd, rebel, troop 
##  Topic 3: kurdish, attack, three, five, violenc 
##  Topic 4: forc, people’, defens, roj, view 
##  Topic 5: --, defens, peopl, turk, terörist 
##  Topic 6: f, nine, captur, mine, separatist 
##  Topic 7: --, pkk, turkish, milit, iraq 
##  Topic 8: ankara, turkish, terrorist, clash, anatolia 
##  Topic 9: turkey, turkish, rebel, soldier, clash 
##  Topic 10: kill, european, one, troop, dow 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -4.061, relative change = 5.199e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -4.059, relative change = 5.574e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -4.057, relative change = 5.347e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -4.055, relative change = 5.274e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -4.053, relative change = 4.837e-04) 
## Topic 1: bomb, polic, dead, attack, offici 
##  Topic 2: r, kill, kurd, rebel, troop 
##  Topic 3: kurdish, three, attack, five, armi 
##  Topic 4: forc, defens, people’, roj, view 
##  Topic 5: --, peopl, defens, turk, terörist 
##  Topic 6: f, nine, captur, mine, separatist 
##  Topic 7: --, pkk, turkish, milit, iraq 
##  Topic 8: ankara, turkish, terrorist, clash, anatolia 
##  Topic 9: turkey, turkish, rebel, soldier, clash 
##  Topic 10: kill, european, one, troop, dow 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -4.051, relative change = 3.590e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -4.050, relative change = 3.507e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -4.048, relative change = 3.627e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -4.047, relative change = 3.892e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -4.045, relative change = 4.321e-04) 
## Topic 1: bomb, polic, attack, dead, blast 
##  Topic 2: r, kill, kurd, rebel, troop 
##  Topic 3: kurdish, three, attack, five, armi 
##  Topic 4: forc, defens, people’, --, roj 
##  Topic 5: --, peopl, defens, turk, terörist 
##  Topic 6: f, nine, captur, separatist, day 
##  Topic 7: --, pkk, turkish, milit, iraq 
##  Topic 8: ankara, turkish, terrorist, clash, secur 
##  Topic 9: turkey, turkish, rebel, soldier, clash 
##  Topic 10: kill, european, one, troop, dow 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -4.043, relative change = 5.139e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 57 (approx. per word bound = -4.040, relative change = 6.650e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 58 (approx. per word bound = -4.038, relative change = 6.446e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 59 (approx. per word bound = -4.035, relative change = 5.981e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 60 (approx. per word bound = -4.033, relative change = 5.674e-04) 
## Topic 1: bomb, attack, polic, dead, wound 
##  Topic 2: r, kill, kurd, rebel, troop 
##  Topic 3: kurdish, three, attack, five, armi 
##  Topic 4: forc, defens, people’, --, roj 
##  Topic 5: --, peopl, defens, turk, terörist 
##  Topic 6: f, nine, captur, separatist, day 
##  Topic 7: --, turkish, pkk, milit, iraq 
##  Topic 8: ankara, turkish, terrorist, clash, secur 
##  Topic 9: turkey, turkish, rebel, soldier, clash 
##  Topic 10: kill, european, one, troop, mine 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 61 (approx. per word bound = -4.031, relative change = 5.636e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 62 (approx. per word bound = -4.029, relative change = 5.411e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 63 (approx. per word bound = -4.027, relative change = 4.445e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 64 (approx. per word bound = -4.025, relative change = 3.665e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 65 (approx. per word bound = -4.024, relative change = 3.354e-04) 
## Topic 1: attack, bomb, polic, dead, wound 
##  Topic 2: r, kill, kurd, rebel, troop 
##  Topic 3: kurdish, three, attack, five, armi 
##  Topic 4: forc, defens, people’, --, roj 
##  Topic 5: --, peopl, defens, turk, terörist 
##  Topic 6: f, nine, captur, separatist, eight 
##  Topic 7: --, turkish, pkk, milit, iraq 
##  Topic 8: ankara, turkish, terrorist, kill, clash 
##  Topic 9: turkey, turkish, rebel, soldier, clash 
##  Topic 10: kill, european, one, troop, mine 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 66 (approx. per word bound = -4.023, relative change = 3.146e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 67 (approx. per word bound = -4.022, relative change = 2.873e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 68 (approx. per word bound = -4.020, relative change = 2.749e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 69 (approx. per word bound = -4.019, relative change = 2.718e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 70 (approx. per word bound = -4.018, relative change = 2.729e-04) 
## Topic 1: attack, bomb, polic, dead, wound 
##  Topic 2: r, kill, kurd, rebel, troop 
##  Topic 3: kurdish, three, attack, five, armi 
##  Topic 4: forc, defens, --, people’, roj 
##  Topic 5: --, peopl, defens, turk, terörist 
##  Topic 6: f, nine, captur, eight, separatist 
##  Topic 7: --, turkish, pkk, milit, iraq 
##  Topic 8: ankara, turkish, terrorist, kill, clash 
##  Topic 9: turkey, turkish, rebel, soldier, clash 
##  Topic 10: kill, european, one, troop, mine 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 71 (approx. per word bound = -4.017, relative change = 2.827e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 72 (approx. per word bound = -4.016, relative change = 2.990e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 73 (approx. per word bound = -4.015, relative change = 3.292e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 74 (approx. per word bound = -4.013, relative change = 3.622e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 75 (approx. per word bound = -4.012, relative change = 3.763e-04) 
## Topic 1: attack, bomb, polic, dead, wound 
##  Topic 2: r, kill, kurd, rebel, troop 
##  Topic 3: kurdish, three, five, attack, armi 
##  Topic 4: forc, defens, --, people’, roj 
##  Topic 5: --, peopl, defens, turk, terörist 
##  Topic 6: f, nine, captur, separatist, eight 
##  Topic 7: --, turkish, milit, pkk, kill 
##  Topic 8: ankara, turkish, terrorist, kill, clash 
##  Topic 9: turkey, turkish, rebel, soldier, clash 
##  Topic 10: kill, european, one, troop, mine 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 76 (approx. per word bound = -4.010, relative change = 3.711e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 77 (approx. per word bound = -4.009, relative change = 3.431e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 78 (approx. per word bound = -4.007, relative change = 3.167e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 79 (approx. per word bound = -4.006, relative change = 3.060e-04) 
## ....................................................................................................
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## Completing Iteration 80 (approx. per word bound = -4.005, relative change = 3.027e-04) 
## Topic 1: attack, bomb, polic, wound, dead 
##  Topic 2: r, kill, kurd, rebel, troop 
##  Topic 3: kurdish, three, five, armi, attack 
##  Topic 4: forc, defens, --, people’, roj 
##  Topic 5: --, peopl, defens, turk, terörist 
##  Topic 6: f, nine, captur, separatist, eight 
##  Topic 7: --, turkish, milit, pkk, kill 
##  Topic 8: ankara, turkish, terrorist, kill, clash 
##  Topic 9: turkey, turkish, rebel, soldier, clash 
##  Topic 10: kill, european, one, troop, mine 
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## Completing Iteration 81 (approx. per word bound = -4.004, relative change = 3.064e-04) 
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## Completing Iteration 82 (approx. per word bound = -4.003, relative change = 2.484e-04) 
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## Completing Iteration 83 (approx. per word bound = -4.002, relative change = 2.382e-04) 
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## Completing Iteration 84 (approx. per word bound = -4.001, relative change = 2.517e-04) 
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## Completing Iteration 85 (approx. per word bound = -4.000, relative change = 2.657e-04) 
## Topic 1: attack, bomb, polic, wound, dead 
##  Topic 2: r, kill, kurd, rebel, troop 
##  Topic 3: kurdish, three, five, armi, violenc 
##  Topic 4: forc, defens, --, people’, roj 
##  Topic 5: --, peopl, turk, terörist, etkisiz 
##  Topic 6: f, nine, captur, separatist, eight 
##  Topic 7: --, turkish, milit, pkk, kill 
##  Topic 8: ankara, turkish, terrorist, kill, clash 
##  Topic 9: turkey, turkish, rebel, soldier, clash 
##  Topic 10: kill, european, one, troop, mine 
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## Completing Iteration 86 (approx. per word bound = -3.999, relative change = 2.435e-04) 
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## Completing Iteration 87 (approx. per word bound = -3.998, relative change = 2.090e-04) 
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## Completing Iteration 88 (approx. per word bound = -3.997, relative change = 1.970e-04) 
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## Completing Iteration 89 (approx. per word bound = -3.996, relative change = 1.941e-04) 
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## Completing Iteration 90 (approx. per word bound = -3.996, relative change = 1.922e-04) 
## Topic 1: attack, bomb, polic, wound, dead 
##  Topic 2: r, kill, kurd, rebel, troop 
##  Topic 3: kurdish, three, five, armi, violenc 
##  Topic 4: forc, defens, --, people’, roj 
##  Topic 5: --, peopl, turk, terörist, etkisiz 
##  Topic 6: f, nine, captur, turkish, separatist 
##  Topic 7: --, turkish, milit, pkk, kill 
##  Topic 8: ankara, turkish, terrorist, kill, clash 
##  Topic 9: turkey, turkish, rebel, soldier, clash 
##  Topic 10: kill, european, one, troop, mine 
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## Completing Iteration 91 (approx. per word bound = -3.995, relative change = 2.147e-04) 
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## Completing Iteration 92 (approx. per word bound = -3.994, relative change = 2.358e-04) 
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## Completing Iteration 93 (approx. per word bound = -3.993, relative change = 1.892e-04) 
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## Completing Iteration 95 (approx. per word bound = -3.992, relative change = 1.782e-04) 
## Topic 1: attack, bomb, polic, wound, -- 
##  Topic 2: r, kill, kurd, rebel, turkey 
##  Topic 3: kurdish, three, five, armi, violenc 
##  Topic 4: forc, defens, --, people’, roj 
##  Topic 5: --, peopl, turk, terörist, etkisiz 
##  Topic 6: f, captur, nine, turkish, separatist 
##  Topic 7: --, turkish, milit, pkk, kill 
##  Topic 8: ankara, turkish, terrorist, kill, clash 
##  Topic 9: turkey, turkish, rebel, soldier, clash 
##  Topic 10: kill, european, one, troop, mine 
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## Completing Iteration 96 (approx. per word bound = -3.991, relative change = 1.779e-04) 
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## Completing Iteration 97 (approx. per word bound = -3.990, relative change = 1.777e-04) 
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## Completing Iteration 100 (approx. per word bound = -3.988, relative change = 1.850e-04) 
## Topic 1: attack, bomb, --, polic, turkey 
##  Topic 2: r, kill, kurd, rebel, turkey 
##  Topic 3: kurdish, three, five, armi, violenc 
##  Topic 4: forc, defens, --, people’, roj 
##  Topic 5: --, peopl, turk, terörist, etkisiz 
##  Topic 6: f, turkish, captur, nine, separatist 
##  Topic 7: --, turkish, milit, pkk, kill 
##  Topic 8: ankara, turkish, terrorist, kill, clash 
##  Topic 9: turkey, rebel, turkish, soldier, clash 
##  Topic 10: kill, european, one, troop, mine 
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## Completing Iteration 101 (approx. per word bound = -3.987, relative change = 1.856e-04) 
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## Completing Iteration 103 (approx. per word bound = -3.986, relative change = 1.694e-04) 
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## Completing Iteration 104 (approx. per word bound = -3.985, relative change = 1.585e-04) 
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## Completing Iteration 105 (approx. per word bound = -3.985, relative change = 1.474e-04) 
## Topic 1: attack, --, turkey, bomb, polic 
##  Topic 2: r, kill, kurd, rebel, turkey 
##  Topic 3: kurdish, three, five, armi, violenc 
##  Topic 4: forc, defens, --, people’, roj 
##  Topic 5: --, peopl, turk, terörist, etkisiz 
##  Topic 6: f, turkish, captur, nine, clash 
##  Topic 7: --, turkish, milit, kill, pkk 
##  Topic 8: ankara, turkish, kill, terrorist, secur 
##  Topic 9: turkey, rebel, turkish, soldier, clash 
##  Topic 10: kill, european, one, troop, mine 
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## Completing Iteration 106 (approx. per word bound = -3.984, relative change = 1.397e-04) 
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## Completing Iteration 107 (approx. per word bound = -3.984, relative change = 1.335e-04) 
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## Completing Iteration 108 (approx. per word bound = -3.983, relative change = 1.313e-04) 
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## Completing Iteration 109 (approx. per word bound = -3.983, relative change = 1.338e-04) 
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## Completing Iteration 110 (approx. per word bound = -3.982, relative change = 1.372e-04) 
## Topic 1: attack, --, turkey, bomb, polic 
##  Topic 2: r, kill, kurd, rebel, turkey 
##  Topic 3: kurdish, three, five, armi, violenc 
##  Topic 4: forc, defens, --, people’, roj 
##  Topic 5: --, peopl, turk, terörist, etkisiz 
##  Topic 6: f, turkish, captur, clash, nine 
##  Topic 7: --, turkish, milit, kill, pkk 
##  Topic 8: ankara, turkish, kill, terrorist, forc 
##  Topic 9: turkey, rebel, turkish, soldier, clash 
##  Topic 10: kill, european, one, troop, mine 
## ....................................................................................................
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## Completing Iteration 111 (approx. per word bound = -3.981, relative change = 1.368e-04) 
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## Completing Iteration 112 (approx. per word bound = -3.981, relative change = 1.207e-04) 
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## Completing Iteration 113 (approx. per word bound = -3.981, relative change = 1.147e-04) 
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## Completing Iteration 114 (approx. per word bound = -3.980, relative change = 1.168e-04) 
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## Completing Iteration 115 (approx. per word bound = -3.980, relative change = 1.152e-04) 
## Topic 1: attack, --, turkey, bomb, polic 
##  Topic 2: r, kill, kurd, rebel, turkey 
##  Topic 3: kurdish, three, five, armi, violenc 
##  Topic 4: forc, defens, --, people’, roj 
##  Topic 5: --, peopl, turk, terörist, etkisiz 
##  Topic 6: f, turkish, clash, captur, nine 
##  Topic 7: --, turkish, kill, milit, pkk 
##  Topic 8: ankara, turkish, kill, terrorist, forc 
##  Topic 9: rebel, turkey, turkish, soldier, clash 
##  Topic 10: kill, european, one, troop, two 
## ....................................................................................................
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## Completing Iteration 116 (approx. per word bound = -3.979, relative change = 1.180e-04) 
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## Completing Iteration 117 (approx. per word bound = -3.979, relative change = 1.325e-04) 
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## Completing Iteration 118 (approx. per word bound = -3.978, relative change = 1.295e-04) 
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## Completing Iteration 119 (approx. per word bound = -3.978, relative change = 1.163e-04) 
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## Completing Iteration 120 (approx. per word bound = -3.977, relative change = 1.146e-04) 
## Topic 1: attack, --, turkey, bomb, polic 
##  Topic 2: r, kill, kurd, rebel, turkey 
##  Topic 3: kurdish, three, five, armi, violenc 
##  Topic 4: forc, defens, --, people’, roj 
##  Topic 5: --, peopl, turk, terörist, etkisiz 
##  Topic 6: f, turkish, clash, captur, nine 
##  Topic 7: --, turkish, kill, milit, pkk 
##  Topic 8: ankara, kill, turkish, terrorist, forc 
##  Topic 9: rebel, turkish, turkey, soldier, clash 
##  Topic 10: kill, european, two, one, troop 
## ....................................................................................................
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## Completing Iteration 121 (approx. per word bound = -3.977, relative change = 1.089e-04) 
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## Completing Iteration 122 (approx. per word bound = -3.976, relative change = 9.970e-05) 
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## Completing Iteration 123 (approx. per word bound = -3.976, relative change = 9.564e-05) 
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## Completing Iteration 124 (approx. per word bound = -3.976, relative change = 9.467e-05) 
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## Completing Iteration 125 (approx. per word bound = -3.975, relative change = 9.454e-05) 
## Topic 1: --, attack, turkey, bomb, polic 
##  Topic 2: r, kill, kurd, rebel, turkey 
##  Topic 3: kurdish, three, five, armi, violenc 
##  Topic 4: forc, defens, --, people’, roj 
##  Topic 5: --, peopl, turk, terörist, etkisiz 
##  Topic 6: f, turkish, clash, captur, nine 
##  Topic 7: --, turkish, kill, milit, pkk 
##  Topic 8: ankara, kill, turkish, terrorist, forc 
##  Topic 9: rebel, turkish, turkey, soldier, clash 
##  Topic 10: kill, european, two, one, troop 
## ....................................................................................................
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## Completing Iteration 126 (approx. per word bound = -3.975, relative change = 9.552e-05) 
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## Completing Iteration 127 (approx. per word bound = -3.974, relative change = 1.001e-04) 
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## Completing Iteration 128 (approx. per word bound = -3.974, relative change = 1.024e-04) 
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## Completing Iteration 129 (approx. per word bound = -3.974, relative change = 9.953e-05) 
## ....................................................................................................
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## Completing Iteration 130 (approx. per word bound = -3.973, relative change = 1.240e-04) 
## Topic 1: --, attack, turkey, bomb, polic 
##  Topic 2: r, kill, kurd, turkey, rebel 
##  Topic 3: kurdish, three, five, armi, violenc 
##  Topic 4: forc, defens, --, people’, roj 
##  Topic 5: --, peopl, turk, terörist, etkisiz 
##  Topic 6: f, turkish, clash, captur, nine 
##  Topic 7: --, turkish, kill, milit, pkk 
##  Topic 8: ankara, kill, turkish, terrorist, forc 
##  Topic 9: rebel, turkish, turkey, clash, soldier 
##  Topic 10: kill, european, two, one, troop 
## ....................................................................................................
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## Completing Iteration 131 (approx. per word bound = -3.972, relative change = 1.724e-04) 
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## Completing Iteration 132 (approx. per word bound = -3.972, relative change = 9.198e-05) 
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## Completing Iteration 133 (approx. per word bound = -3.972, relative change = 8.873e-05) 
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## Completing Iteration 134 (approx. per word bound = -3.971, relative change = 8.742e-05) 
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## Completing Iteration 135 (approx. per word bound = -3.971, relative change = 8.670e-05) 
## Topic 1: --, attack, turkey, bomb, polic 
##  Topic 2: r, kill, kurd, turkey, rebel 
##  Topic 3: kurdish, three, five, armi, violenc 
##  Topic 4: forc, defens, --, people’, roj 
##  Topic 5: --, peopl, turk, terörist, etkisiz 
##  Topic 6: f, turkish, clash, captur, nine 
##  Topic 7: --, turkish, kill, milit, pkk 
##  Topic 8: ankara, kill, turkish, terrorist, forc 
##  Topic 9: rebel, turkish, turkey, clash, soldier 
##  Topic 10: kill, european, two, one, troop 
## ....................................................................................................
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## Completing Iteration 136 (approx. per word bound = -3.971, relative change = 8.665e-05) 
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## Completing Iteration 137 (approx. per word bound = -3.970, relative change = 8.706e-05) 
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## Completing Iteration 138 (approx. per word bound = -3.970, relative change = 8.761e-05) 
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## Completing Iteration 139 (approx. per word bound = -3.970, relative change = 8.918e-05) 
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## Completing Iteration 140 (approx. per word bound = -3.969, relative change = 9.156e-05) 
## Topic 1: --, attack, turkey, bomb, polic 
##  Topic 2: r, kill, kurd, turkey, rebel 
##  Topic 3: kurdish, three, five, violenc, armi 
##  Topic 4: forc, defens, --, people’, roj 
##  Topic 5: --, peopl, turk, terörist, etkisiz 
##  Topic 6: f, turkish, clash, captur, nine 
##  Topic 7: --, turkish, kill, milit, pkk 
##  Topic 8: ankara, kill, terrorist, turkish, forc 
##  Topic 9: rebel, turkish, turkey, clash, soldier 
##  Topic 10: kill, two, european, one, troop 
## ....................................................................................................
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## Completing Iteration 141 (approx. per word bound = -3.969, relative change = 9.090e-05) 
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## Completing Iteration 142 (approx. per word bound = -3.969, relative change = 8.746e-05) 
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## Completing Iteration 143 (approx. per word bound = -3.968, relative change = 8.357e-05) 
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## Completing Iteration 144 (approx. per word bound = -3.968, relative change = 7.900e-05) 
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## Completing Iteration 145 (approx. per word bound = -3.968, relative change = 7.344e-05) 
## Topic 1: --, attack, turkey, bomb, polic 
##  Topic 2: r, kill, turkey, kurd, rebel 
##  Topic 3: kurdish, three, five, violenc, policeman 
##  Topic 4: forc, defens, --, people’, roj 
##  Topic 5: --, peopl, turk, terörist, etkisiz 
##  Topic 6: f, turkish, clash, captur, nine 
##  Topic 7: --, turkish, kill, milit, pkk 
##  Topic 8: ankara, kill, terrorist, turkish, anatolia 
##  Topic 9: rebel, turkish, turkey, clash, soldier 
##  Topic 10: kill, two, european, troop, one 
## ....................................................................................................
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## Completing Iteration 146 (approx. per word bound = -3.967, relative change = 7.068e-05) 
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## Completing Iteration 147 (approx. per word bound = -3.967, relative change = 6.983e-05) 
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## Completing Iteration 148 (approx. per word bound = -3.967, relative change = 7.442e-05) 
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## Completing Iteration 149 (approx. per word bound = -3.966, relative change = 8.208e-05) 
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## Completing Iteration 150 (approx. per word bound = -3.966, relative change = 7.728e-05) 
## Topic 1: --, attack, turkey, bomb, polic 
##  Topic 2: r, kill, turkey, kurd, rebel 
##  Topic 3: kurdish, three, five, violenc, policeman 
##  Topic 4: forc, defens, --, people’, roj 
##  Topic 5: --, peopl, turk, terörist, etkisiz 
##  Topic 6: f, turkish, clash, captur, separatist 
##  Topic 7: --, turkish, kill, milit, pkk 
##  Topic 8: ankara, kill, terrorist, turkish, anatolia 
##  Topic 9: rebel, turkish, turkey, clash, soldier 
##  Topic 10: kill, two, european, troop, one 
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## Completing Iteration 151 (approx. per word bound = -3.966, relative change = 6.869e-05) 
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## Completing Iteration 152 (approx. per word bound = -3.966, relative change = 6.551e-05) 
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## Completing Iteration 153 (approx. per word bound = -3.965, relative change = 6.363e-05) 
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## Completing Iteration 154 (approx. per word bound = -3.965, relative change = 6.425e-05) 
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## Completing Iteration 155 (approx. per word bound = -3.965, relative change = 6.341e-05) 
## Topic 1: --, attack, turkey, bomb, polic 
##  Topic 2: r, kill, turkey, kurd, rebel 
##  Topic 3: kurdish, three, five, violenc, policeman 
##  Topic 4: forc, defens, --, people’, roj 
##  Topic 5: --, peopl, turk, terörist, etkisiz 
##  Topic 6: f, turkish, clash, captur, separatist 
##  Topic 7: --, turkish, kill, milit, pkk 
##  Topic 8: ankara, kill, terrorist, turkish, anatolia 
##  Topic 9: rebel, turkish, clash, turkey, soldier 
##  Topic 10: kill, two, european, troop, secur 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 156 (approx. per word bound = -3.965, relative change = 6.466e-05) 
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## Completing Iteration 157 (approx. per word bound = -3.964, relative change = 6.723e-05) 
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## Completing Iteration 158 (approx. per word bound = -3.964, relative change = 6.931e-05) 
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## Completing Iteration 159 (approx. per word bound = -3.964, relative change = 6.670e-05) 
## ....................................................................................................
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## Completing Iteration 160 (approx. per word bound = -3.964, relative change = 6.027e-05) 
## Topic 1: --, attack, turkey, bomb, polic 
##  Topic 2: r, kill, turkey, kurd, rebel 
##  Topic 3: kurdish, three, five, violenc, policeman 
##  Topic 4: forc, defens, --, people’, roj 
##  Topic 5: --, peopl, turk, terörist, etkisiz 
##  Topic 6: f, turkish, clash, captur, separatist 
##  Topic 7: --, turkish, kill, milit, pkk 
##  Topic 8: ankara, kill, terrorist, turkish, anatolia 
##  Topic 9: rebel, turkish, clash, turkey, soldier 
##  Topic 10: kill, two, european, troop, secur 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 161 (approx. per word bound = -3.963, relative change = 5.441e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 162 (approx. per word bound = -3.963, relative change = 5.182e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 163 (approx. per word bound = -3.963, relative change = 5.099e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 164 (approx. per word bound = -3.963, relative change = 5.116e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 165 (approx. per word bound = -3.963, relative change = 5.224e-05) 
## Topic 1: --, attack, turkey, bomb, polic 
##  Topic 2: r, kill, turkey, kurd, rebel 
##  Topic 3: kurdish, three, five, violenc, policeman 
##  Topic 4: forc, defens, --, people’, roj 
##  Topic 5: --, peopl, turk, terörist, etkisiz 
##  Topic 6: f, turkish, clash, captur, separatist 
##  Topic 7: --, turkish, kill, milit, pkk 
##  Topic 8: ankara, kill, terrorist, turkish, anatolia 
##  Topic 9: rebel, turkish, clash, turkey, soldier 
##  Topic 10: kill, two, european, troop, soldier 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 166 (approx. per word bound = -3.962, relative change = 5.382e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 167 (approx. per word bound = -3.962, relative change = 5.497e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 168 (approx. per word bound = -3.962, relative change = 5.512e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 169 (approx. per word bound = -3.962, relative change = 5.617e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 170 (approx. per word bound = -3.961, relative change = 5.840e-05) 
## Topic 1: --, attack, turkey, bomb, polic 
##  Topic 2: r, kill, turkey, kurd, rebel 
##  Topic 3: kurdish, three, five, violenc, policeman 
##  Topic 4: forc, defens, --, people’, roj 
##  Topic 5: --, peopl, turk, terörist, etkisiz 
##  Topic 6: f, turkish, clash, captur, separatist 
##  Topic 7: --, turkish, kill, milit, pkk 
##  Topic 8: ankara, kill, terrorist, turkish, forc 
##  Topic 9: rebel, turkish, clash, turkey, soldier 
##  Topic 10: kill, two, european, soldier, secur 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 171 (approx. per word bound = -3.961, relative change = 6.193e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 172 (approx. per word bound = -3.961, relative change = 6.687e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 173 (approx. per word bound = -3.961, relative change = 1.075e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 174 (approx. per word bound = -3.960, relative change = 1.668e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 175 (approx. per word bound = -3.960, relative change = 6.900e-05) 
## Topic 1: --, attack, turkey, bomb, polic 
##  Topic 2: r, kill, turkey, kurd, rebel 
##  Topic 3: kurdish, three, five, violenc, policeman 
##  Topic 4: forc, defens, --, people’, roj 
##  Topic 5: --, peopl, turk, terörist, etkisiz 
##  Topic 6: f, turkish, clash, captur, separatist 
##  Topic 7: --, turkish, kill, milit, pkk 
##  Topic 8: ankara, kill, terrorist, turkish, forc 
##  Topic 9: rebel, turkish, clash, turkey, soldier 
##  Topic 10: kill, european, two, soldier, secur 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 176 (approx. per word bound = -3.959, relative change = 6.843e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 177 (approx. per word bound = -3.959, relative change = 6.434e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 178 (approx. per word bound = -3.959, relative change = 6.314e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 179 (approx. per word bound = -3.959, relative change = 6.628e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 180 (approx. per word bound = -3.958, relative change = 7.180e-05) 
## Topic 1: --, attack, turkey, bomb, polic 
##  Topic 2: r, kill, turkey, kurd, rebel 
##  Topic 3: kurdish, three, five, violenc, policeman 
##  Topic 4: forc, defens, --, people’, roj 
##  Topic 5: --, peopl, turk, terörist, etkisiz 
##  Topic 6: f, turkish, clash, captur, separatist 
##  Topic 7: --, turkish, kill, milit, pkk 
##  Topic 8: ankara, kill, terrorist, turkish, forc 
##  Topic 9: rebel, turkish, clash, turkey, soldier 
##  Topic 10: kill, soldier, european, two, -- 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 181 (approx. per word bound = -3.958, relative change = 8.162e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 182 (approx. per word bound = -3.958, relative change = 5.804e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ...........
##   Recovering initialization...
##      ..................
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -5.246) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.840, relative change = 7.747e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.691, relative change = 3.087e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.609, relative change = 1.749e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.556, relative change = 1.131e-02) 
## Topic 1: two, pkk, offic, blast, captur 
##  Topic 2: turkey, secur, three, peopl, violenc 
##  Topic 3: anatolia, wound, civilian, mine, target 
##  Topic 4: turkish, eight, violenc, iraqi, roj 
##  Topic 5: forc, milit, die, terörist, injur 
##  Topic 6: terrorist, people’, bomb, seven, jun 
##  Topic 7: rebel, kurdish, european, kill, apr 
##  Topic 8: defens, oper, strike, air, getirildi 
##  Topic 9: --, r, clash, ankara, kurd 
##  Topic 10: kill, r, ten, provinc, border 
##  Topic 11: soldier, rebel, attack, r, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.520, relative change = 8.074e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.491, relative change = 6.407e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.468, relative change = 5.154e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.444, relative change = 5.283e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.419, relative change = 5.669e-03) 
## Topic 1: two, pkk, offic, blast, captur 
##  Topic 2: turkey, secur, three, violenc, offici 
##  Topic 3: anatolia, wound, civilian, mine, target 
##  Topic 4: turkish, eight, iraqi, roj, sputnik 
##  Topic 5: forc, milit, die, terörist, ozgur 
##  Topic 6: terrorist, people’, seven, bomb, jun 
##  Topic 7: rebel, kurdish, european, kill, apr 
##  Topic 8: defens, --, peopl, oper, strike 
##  Topic 9: --, clash, r, ankara, kurd 
##  Topic 10: kill, r, ten, provinc, border 
##  Topic 11: soldier, attack, four, five, r 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.399, relative change = 4.391e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.384, relative change = 3.410e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.371, relative change = 3.028e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.359, relative change = 2.740e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.349, relative change = 2.420e-03) 
## Topic 1: two, pkk, offic, blast, captur 
##  Topic 2: turkey, secur, three, violenc, offici 
##  Topic 3: anatolia, wound, civilian, mine, target 
##  Topic 4: turkish, eight, iraqi, roj, fourteen 
##  Topic 5: forc, milit, die, sputnik, ozgur 
##  Topic 6: terrorist, people’, seven, bomb, jun 
##  Topic 7: rebel, kurdish, european, kill, apr 
##  Topic 8: --, defens, peopl, strike, air 
##  Topic 9: --, clash, ankara, kurd, r 
##  Topic 10: kill, r, ten, provinc, border 
##  Topic 11: soldier, attack, four, five, militari 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.339, relative change = 2.168e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -4.331, relative change = 1.851e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -4.323, relative change = 1.825e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -4.315, relative change = 1.910e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.306, relative change = 2.106e-03) 
## Topic 1: two, pkk, one, offic, blast 
##  Topic 2: turkey, secur, three, violenc, offici 
##  Topic 3: anatolia, wound, civilian, mine, target 
##  Topic 4: turkish, eight, roj, fourteen, thirteen 
##  Topic 5: forc, milit, iraq, sputnik, cr 
##  Topic 6: terrorist, people’, seven, bomb, jun 
##  Topic 7: rebel, kurdish, european, kill, oper 
##  Topic 8: --, defens, people’, peopl, strike 
##  Topic 9: --, clash, ankara, kurd, r 
##  Topic 10: kill, r, ten, provinc, border 
##  Topic 11: soldier, attack, four, five, militari 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.297, relative change = 2.159e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -4.288, relative change = 2.001e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -4.281, relative change = 1.678e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -4.275, relative change = 1.433e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -4.269, relative change = 1.383e-03) 
## Topic 1: two, pkk, one, polic, offic 
##  Topic 2: turkey, secur, three, violenc, offici 
##  Topic 3: anatolia, --, wound, civilian, mine 
##  Topic 4: turkish, eight, roj, fourteen, thirteen 
##  Topic 5: forc, milit, iraq, --, sputnik 
##  Topic 6: terrorist, seven, bomb, jun, oper 
##  Topic 7: rebel, kurdish, european, kill, oper 
##  Topic 8: --, defens, people’, peopl, strike 
##  Topic 9: clash, --, ankara, kurd, troop 
##  Topic 10: kill, r, ten, provinc, border 
##  Topic 11: soldier, attack, four, five, militari 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -4.262, relative change = 1.485e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -4.255, relative change = 1.734e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -4.247, relative change = 1.960e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -4.239, relative change = 1.875e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -4.232, relative change = 1.632e-03) 
## Topic 1: two, pkk, --, one, bomb 
##  Topic 2: turkey, secur, three, violenc, peopl 
##  Topic 3: --, anatolia, wound, civilian, mine 
##  Topic 4: turkish, eight, roj, fourteen, thirteen 
##  Topic 5: forc, milit, iraq, --, sputnik 
##  Topic 6: terrorist, seven, jun, oper, apr 
##  Topic 7: rebel, kurdish, kill, european, oper 
##  Topic 8: --, defens, people’, peopl, strike 
##  Topic 9: clash, ankara, kurd, troop, say 
##  Topic 10: kill, r, ten, week, sweep 
##  Topic 11: soldier, attack, four, five, militari 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -4.226, relative change = 1.404e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -4.221, relative change = 1.246e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -4.216, relative change = 1.121e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -4.212, relative change = 9.707e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -4.208, relative change = 9.016e-04) 
## Topic 1: two, pkk, --, one, bomb 
##  Topic 2: turkey, secur, three, violenc, peopl 
##  Topic 3: --, anatolia, wound, civilian, mine 
##  Topic 4: turkish, eight, roj, fourteen, thirteen 
##  Topic 5: forc, milit, iraq, --, sputnik 
##  Topic 6: terrorist, seven, jun, apr, _f 
##  Topic 7: rebel, kurdish, kill, oper, die 
##  Topic 8: --, defens, people’, peopl, strike 
##  Topic 9: clash, ankara, kurd, troop, r 
##  Topic 10: kill, r, ten, week, sweep 
##  Topic 11: soldier, attack, four, european, five 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -4.204, relative change = 9.202e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -4.200, relative change = 9.450e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -4.196, relative change = 9.627e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -4.192, relative change = 9.916e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -4.188, relative change = 1.031e-03) 
## Topic 1: two, --, pkk, one, bomb 
##  Topic 2: turkey, secur, three, violenc, peopl 
##  Topic 3: --, anatolia, wound, offici, civilian 
##  Topic 4: turkish, eight, roj, fourteen, thirteen 
##  Topic 5: forc, milit, iraq, --, sputnik 
##  Topic 6: terrorist, jun, _f, apr, oper 
##  Topic 7: rebel, kurdish, kill, oper, die 
##  Topic 8: --, defens, people’, peopl, strike 
##  Topic 9: clash, ankara, kurd, troop, r 
##  Topic 10: kill, r, ten, week, seven 
##  Topic 11: soldier, attack, european, four, five 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -4.183, relative change = 1.025e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -4.178, relative change = 1.179e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -4.172, relative change = 1.455e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -4.166, relative change = 1.604e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -4.159, relative change = 1.494e-03) 
## Topic 1: two, --, pkk, one, bomb 
##  Topic 2: turkey, secur, three, violenc, peopl 
##  Topic 3: --, anatolia, wound, offici, civilian 
##  Topic 4: turkish, eight, roj, fourteen, thirteen 
##  Topic 5: forc, iraq, milit, --, sputnik 
##  Topic 6: terrorist, ankara, f, jun, _f 
##  Topic 7: rebel, kurdish, kill, die, oper 
##  Topic 8: --, defens, people’, forc, peopl 
##  Topic 9: clash, kurd, ankara, troop, r 
##  Topic 10: kill, r, ten, week, seven 
##  Topic 11: soldier, attack, european, four, milit 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -4.154, relative change = 1.367e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -4.147, relative change = 1.503e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -4.140, relative change = 1.774e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -4.133, relative change = 1.813e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -4.126, relative change = 1.592e-03) 
## Topic 1: two, --, pkk, one, bomb 
##  Topic 2: turkey, three, violenc, secur, peopl 
##  Topic 3: --, anatolia, wound, offici, civilian 
##  Topic 4: turkish, eight, roj, fourteen, thirteen 
##  Topic 5: forc, iraq, milit, --, iraqi 
##  Topic 6: ankara, terrorist, f, secur, anatolia 
##  Topic 7: rebel, kurdish, kill, die, seven 
##  Topic 8: --, defens, forc, people’, peopl 
##  Topic 9: clash, kurd, r, troop, say 
##  Topic 10: kill, r, ten, week, seven 
##  Topic 11: soldier, attack, european, four, milit 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -4.121, relative change = 1.277e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -4.116, relative change = 1.035e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -4.113, relative change = 7.901e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -4.111, relative change = 6.356e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -4.108, relative change = 6.975e-04) 
## Topic 1: two, --, pkk, one, bomb 
##  Topic 2: turkey, three, violenc, secur, peopl 
##  Topic 3: --, wound, offici, civilian, mine 
##  Topic 4: turkish, eight, roj, fourteen, thirteen 
##  Topic 5: forc, iraq, milit, pkk, -- 
##  Topic 6: ankara, terrorist, f, anatolia, secur 
##  Topic 7: rebel, kurdish, kill, die, seven 
##  Topic 8: --, defens, forc, people’, peopl 
##  Topic 9: clash, kurd, r, troop, say 
##  Topic 10: kill, r, ten, week, seven 
##  Topic 11: soldier, attack, european, four, milit 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -4.105, relative change = 7.191e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 57 (approx. per word bound = -4.101, relative change = 8.454e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 58 (approx. per word bound = -4.097, relative change = 1.007e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 59 (approx. per word bound = -4.094, relative change = 8.774e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 60 (approx. per word bound = -4.091, relative change = 7.088e-04) 
## Topic 1: two, --, pkk, one, bomb 
##  Topic 2: turkey, three, violenc, secur, peopl 
##  Topic 3: --, wound, mine, civilian, offici 
##  Topic 4: turkish, eight, roj, fourteen, thirteen 
##  Topic 5: iraq, forc, milit, --, pkk 
##  Topic 6: ankara, terrorist, f, anatolia, secur 
##  Topic 7: rebel, kurdish, kill, die, seven 
##  Topic 8: --, defens, forc, people’, peopl 
##  Topic 9: clash, kurd, r, troop, say 
##  Topic 10: kill, r, ten, raid, ambush 
##  Topic 11: soldier, attack, european, four, milit 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 61 (approx. per word bound = -4.088, relative change = 7.319e-04) 
## ....................................................................................................
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## Completing Iteration 62 (approx. per word bound = -4.085, relative change = 7.646e-04) 
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## Completing Iteration 63 (approx. per word bound = -4.082, relative change = 5.971e-04) 
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## Completing Iteration 64 (approx. per word bound = -4.080, relative change = 5.926e-04) 
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## Completing Iteration 65 (approx. per word bound = -4.077, relative change = 6.284e-04) 
## Topic 1: two, pkk, --, one, bomb 
##  Topic 2: turkey, three, violenc, secur, peopl 
##  Topic 3: --, wound, mine, civilian, offici 
##  Topic 4: turkish, eight, roj, thirteen, fourteen 
##  Topic 5: iraq, --, milit, pkk, strike 
##  Topic 6: ankara, terrorist, f, forc, anatolia 
##  Topic 7: rebel, kurdish, kill, die, seven 
##  Topic 8: --, forc, defens, people’, peopl 
##  Topic 9: clash, kurd, r, troop, say 
##  Topic 10: kill, r, ten, ambush, raid 
##  Topic 11: soldier, attack, european, milit, -- 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 66 (approx. per word bound = -4.075, relative change = 5.860e-04) 
## ....................................................................................................
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## Completing Iteration 67 (approx. per word bound = -4.073, relative change = 5.338e-04) 
## ....................................................................................................
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## Completing Iteration 68 (approx. per word bound = -4.071, relative change = 4.962e-04) 
## ....................................................................................................
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## Completing Iteration 69 (approx. per word bound = -4.069, relative change = 4.749e-04) 
## ....................................................................................................
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## Completing Iteration 70 (approx. per word bound = -4.067, relative change = 4.509e-04) 
## Topic 1: two, pkk, one, --, bomb 
##  Topic 2: turkey, three, violenc, peopl, secur 
##  Topic 3: --, wound, kill, mine, civilian 
##  Topic 4: turkish, eight, roj, thirteen, fourteen 
##  Topic 5: --, iraq, milit, pkk, strike 
##  Topic 6: ankara, terrorist, f, forc, secur 
##  Topic 7: rebel, kurdish, kill, die, seven 
##  Topic 8: --, forc, defens, people’, peopl 
##  Topic 9: clash, r, kurd, troop, say 
##  Topic 10: kill, r, ten, ambush, raid 
##  Topic 11: soldier, attack, european, --, milit 
## ....................................................................................................
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## Completing Iteration 71 (approx. per word bound = -4.065, relative change = 4.440e-04) 
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## Completing Iteration 72 (approx. per word bound = -4.063, relative change = 4.569e-04) 
## ....................................................................................................
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## Completing Iteration 73 (approx. per word bound = -4.061, relative change = 4.772e-04) 
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## Completing Iteration 74 (approx. per word bound = -4.059, relative change = 4.350e-04) 
## ....................................................................................................
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## Completing Iteration 75 (approx. per word bound = -4.058, relative change = 3.867e-04) 
## Topic 1: two, pkk, kill, one, bomb 
##  Topic 2: turkey, three, violenc, peopl, secur 
##  Topic 3: --, kill, wound, mine, civilian 
##  Topic 4: turkish, eight, roj, thirteen, fourteen 
##  Topic 5: --, iraq, milit, pkk, kurdish 
##  Topic 6: ankara, terrorist, f, forc, secur 
##  Topic 7: rebel, kurdish, die, kill, seven 
##  Topic 8: --, forc, defens, people’, peopl 
##  Topic 9: clash, r, kurd, troop, say 
##  Topic 10: kill, r, ten, ambush, raid 
##  Topic 11: soldier, attack, european, --, armi 
## ....................................................................................................
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## Completing Iteration 76 (approx. per word bound = -4.056, relative change = 3.641e-04) 
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## Completing Iteration 77 (approx. per word bound = -4.055, relative change = 3.612e-04) 
## ....................................................................................................
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## Completing Iteration 78 (approx. per word bound = -4.053, relative change = 3.687e-04) 
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## Completing Iteration 79 (approx. per word bound = -4.052, relative change = 3.831e-04) 
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## Completing Iteration 80 (approx. per word bound = -4.050, relative change = 4.116e-04) 
## Topic 1: two, pkk, kill, one, bomb 
##  Topic 2: turkey, three, violenc, peopl, insurg 
##  Topic 3: --, kill, wound, milit, mine 
##  Topic 4: turkish, eight, roj, thirteen, fourteen 
##  Topic 5: --, iraq, milit, pkk, kurdish 
##  Topic 6: ankara, terrorist, f, forc, secur 
##  Topic 7: rebel, kurdish, die, kill, seven 
##  Topic 8: --, forc, defens, people’, peopl 
##  Topic 9: clash, r, kurd, troop, say 
##  Topic 10: kill, r, ten, ambush, raid 
##  Topic 11: soldier, attack, european, --, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 81 (approx. per word bound = -4.049, relative change = 3.679e-04) 
## ....................................................................................................
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## Completing Iteration 82 (approx. per word bound = -4.047, relative change = 3.317e-04) 
## ....................................................................................................
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## Completing Iteration 83 (approx. per word bound = -4.046, relative change = 3.801e-04) 
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## Completing Iteration 84 (approx. per word bound = -4.044, relative change = 3.941e-04) 
## ....................................................................................................
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## Completing Iteration 85 (approx. per word bound = -4.043, relative change = 3.527e-04) 
## Topic 1: two, pkk, kill, one, bomb 
##  Topic 2: turkey, three, violenc, peopl, insurg 
##  Topic 3: --, kill, milit, mine, offici 
##  Topic 4: turkish, eight, roj, thirteen, kurdistan 
##  Topic 5: --, iraq, milit, pkk, kurdish 
##  Topic 6: ankara, terrorist, f, forc, secur 
##  Topic 7: rebel, kurdish, die, seven, kill 
##  Topic 8: --, forc, defens, people’, peopl 
##  Topic 9: clash, r, kurd, troop, say 
##  Topic 10: kill, r, ten, ambush, five 
##  Topic 11: soldier, attack, european, four, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 86 (approx. per word bound = -4.041, relative change = 4.058e-04) 
## ....................................................................................................
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## Completing Iteration 87 (approx. per word bound = -4.040, relative change = 3.831e-04) 
## ....................................................................................................
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## Completing Iteration 88 (approx. per word bound = -4.038, relative change = 3.620e-04) 
## ....................................................................................................
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## Completing Iteration 89 (approx. per word bound = -4.037, relative change = 3.717e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 90 (approx. per word bound = -4.035, relative change = 3.631e-04) 
## Topic 1: two, pkk, kill, one, bomb 
##  Topic 2: turkey, violenc, three, peopl, insurg 
##  Topic 3: --, kill, milit, mine, offici 
##  Topic 4: turkish, eight, roj, thirteen, copenhagen-bas 
##  Topic 5: --, iraq, milit, kurdish, kill 
##  Topic 6: ankara, terrorist, f, forc, secur 
##  Topic 7: rebel, kurdish, die, seven, kill 
##  Topic 8: --, forc, defens, people’, peopl 
##  Topic 9: clash, r, kurd, troop, say 
##  Topic 10: kill, r, five, ten, ambush 
##  Topic 11: soldier, attack, european, four, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 91 (approx. per word bound = -4.034, relative change = 3.093e-04) 
## ....................................................................................................
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## Completing Iteration 92 (approx. per word bound = -4.033, relative change = 2.595e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 93 (approx. per word bound = -4.032, relative change = 2.326e-04) 
## ....................................................................................................
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## Completing Iteration 94 (approx. per word bound = -4.031, relative change = 2.286e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 95 (approx. per word bound = -4.030, relative change = 2.252e-04) 
## Topic 1: two, pkk, kill, one, bomb 
##  Topic 2: turkey, violenc, three, peopl, insurg 
##  Topic 3: --, kill, milit, mine, offici 
##  Topic 4: turkish, eight, roj, thirteen, copenhagen-bas 
##  Topic 5: --, iraq, milit, kill, kurdish 
##  Topic 6: ankara, terrorist, kill, f, forc 
##  Topic 7: rebel, kurdish, die, seven, med 
##  Topic 8: --, forc, defens, people’, peopl 
##  Topic 9: clash, r, kurd, troop, say 
##  Topic 10: kill, r, five, ten, ambush 
##  Topic 11: soldier, european, attack, three, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 96 (approx. per word bound = -4.029, relative change = 2.096e-04) 
## ....................................................................................................
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## Completing Iteration 97 (approx. per word bound = -4.028, relative change = 1.919e-04) 
## ....................................................................................................
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## Completing Iteration 98 (approx. per word bound = -4.028, relative change = 1.766e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 99 (approx. per word bound = -4.027, relative change = 1.597e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 100 (approx. per word bound = -4.027, relative change = 1.424e-04) 
## Topic 1: two, pkk, kill, one, attack 
##  Topic 2: turkey, violenc, three, peopl, insurg 
##  Topic 3: --, kill, milit, mine, offici 
##  Topic 4: turkish, eight, roj, thirteen, copenhagen-bas 
##  Topic 5: --, milit, iraq, kill, kurdish 
##  Topic 6: ankara, terrorist, kill, f, forc 
##  Topic 7: rebel, kurdish, die, seven, med 
##  Topic 8: --, forc, defens, people’, peopl 
##  Topic 9: clash, kurd, r, troop, say 
##  Topic 10: kill, r, five, ten, ambush 
##  Topic 11: soldier, european, attack, three, four 
## ....................................................................................................
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## Completing Iteration 101 (approx. per word bound = -4.026, relative change = 1.348e-04) 
## ....................................................................................................
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## Completing Iteration 102 (approx. per word bound = -4.025, relative change = 1.394e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 103 (approx. per word bound = -4.025, relative change = 1.545e-04) 
## ....................................................................................................
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## Completing Iteration 104 (approx. per word bound = -4.024, relative change = 1.527e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 105 (approx. per word bound = -4.024, relative change = 1.506e-04) 
## Topic 1: two, pkk, attack, one, kill 
##  Topic 2: turkey, violenc, three, peopl, insurg 
##  Topic 3: --, kill, milit, mine, offici 
##  Topic 4: turkish, eight, roj, thirteen, copenhagen-bas 
##  Topic 5: --, milit, iraq, kill, kurdish 
##  Topic 6: ankara, terrorist, kill, f, forc 
##  Topic 7: rebel, kurdish, die, seven, med 
##  Topic 8: --, forc, defens, people’, peopl 
##  Topic 9: clash, kurd, r, troop, say 
##  Topic 10: kill, r, five, ten, ambush 
##  Topic 11: soldier, european, three, attack, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 106 (approx. per word bound = -4.023, relative change = 1.859e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 107 (approx. per word bound = -4.022, relative change = 1.928e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 108 (approx. per word bound = -4.021, relative change = 1.441e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 109 (approx. per word bound = -4.021, relative change = 1.368e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 110 (approx. per word bound = -4.020, relative change = 1.320e-04) 
## Topic 1: two, pkk, attack, one, bomb 
##  Topic 2: turkey, violenc, three, peopl, insurg 
##  Topic 3: --, kill, milit, offici, suspect 
##  Topic 4: turkish, eight, roj, thirteen, copenhagen-bas 
##  Topic 5: --, milit, iraq, kill, kurdish 
##  Topic 6: ankara, terrorist, kill, f, forc 
##  Topic 7: rebel, kurdish, die, seven, med 
##  Topic 8: --, forc, defens, people’, peopl 
##  Topic 9: clash, kurd, r, troop, say 
##  Topic 10: kill, r, five, ambush, ten 
##  Topic 11: soldier, european, three, attack, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 111 (approx. per word bound = -4.020, relative change = 8.726e-05) 
## ....................................................................................................
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## Completing Iteration 112 (approx. per word bound = -4.020, relative change = 1.114e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 113 (approx. per word bound = -4.019, relative change = 1.088e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 114 (approx. per word bound = -4.019, relative change = 1.103e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 115 (approx. per word bound = -4.018, relative change = 1.244e-04) 
## Topic 1: two, pkk, attack, one, bomb 
##  Topic 2: turkey, violenc, three, peopl, insurg 
##  Topic 3: --, kill, milit, offici, european 
##  Topic 4: turkish, eight, roj, thirteen, copenhagen-bas 
##  Topic 5: --, milit, iraq, kurdish, kill 
##  Topic 6: ankara, terrorist, kill, f, forc 
##  Topic 7: rebel, kurdish, die, seven, med 
##  Topic 8: --, forc, defens, people’, peopl 
##  Topic 9: clash, kurd, r, troop, say 
##  Topic 10: kill, r, five, ambush, ten 
##  Topic 11: soldier, three, european, attack, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 116 (approx. per word bound = -4.018, relative change = 1.393e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 117 (approx. per word bound = -4.017, relative change = 1.171e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 118 (approx. per word bound = -4.017, relative change = 1.347e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 119 (approx. per word bound = -4.016, relative change = 1.711e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 120 (approx. per word bound = -4.015, relative change = 1.661e-04) 
## Topic 1: two, attack, pkk, one, bomb 
##  Topic 2: turkey, violenc, peopl, three, die 
##  Topic 3: --, kill, milit, european, offici 
##  Topic 4: turkish, eight, roj, thirteen, copenhagen-bas 
##  Topic 5: --, milit, iraq, kurdish, kill 
##  Topic 6: ankara, terrorist, kill, f, forc 
##  Topic 7: rebel, kurdish, die, seven, med 
##  Topic 8: --, forc, defens, people’, peopl 
##  Topic 9: clash, kurd, r, troop, say 
##  Topic 10: kill, r, five, ambush, ten 
##  Topic 11: soldier, three, european, four, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 121 (approx. per word bound = -4.015, relative change = 1.705e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 122 (approx. per word bound = -4.014, relative change = 1.880e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 123 (approx. per word bound = -4.013, relative change = 1.937e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 124 (approx. per word bound = -4.012, relative change = 1.841e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 125 (approx. per word bound = -4.012, relative change = 1.755e-04) 
## Topic 1: two, attack, pkk, one, bomb 
##  Topic 2: turkey, violenc, peopl, three, die 
##  Topic 3: --, kill, european, milit, offici 
##  Topic 4: turkish, eight, roj, thirteen, copenhagen-bas 
##  Topic 5: --, iraq, milit, kurdish, kill 
##  Topic 6: ankara, terrorist, kill, f, forc 
##  Topic 7: rebel, kurdish, die, seven, med 
##  Topic 8: --, forc, defens, people’, peopl 
##  Topic 9: clash, kurd, r, troop, say 
##  Topic 10: kill, r, five, ambush, ten 
##  Topic 11: soldier, three, four, armi, clash 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 126 (approx. per word bound = -4.011, relative change = 1.750e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 127 (approx. per word bound = -4.010, relative change = 1.659e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 128 (approx. per word bound = -4.010, relative change = 1.593e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 129 (approx. per word bound = -4.009, relative change = 1.513e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 130 (approx. per word bound = -4.008, relative change = 1.388e-04) 
## Topic 1: two, attack, pkk, one, bomb 
##  Topic 2: turkey, violenc, peopl, die, insurg 
##  Topic 3: --, kill, european, milit, offici 
##  Topic 4: turkish, eight, roj, thirteen, command 
##  Topic 5: --, iraq, milit, kill, kurdish 
##  Topic 6: ankara, terrorist, kill, f, forc 
##  Topic 7: rebel, kurdish, die, seven, med 
##  Topic 8: --, forc, defens, people’, peopl 
##  Topic 9: kurd, clash, r, troop, say 
##  Topic 10: kill, r, five, ambush, ten 
##  Topic 11: soldier, three, clash, four, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 131 (approx. per word bound = -4.008, relative change = 1.422e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 132 (approx. per word bound = -4.007, relative change = 1.317e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 133 (approx. per word bound = -4.007, relative change = 1.732e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 134 (approx. per word bound = -4.006, relative change = 1.964e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 135 (approx. per word bound = -4.005, relative change = 1.717e-04) 
## Topic 1: two, attack, pkk, one, bomb 
##  Topic 2: turkey, violenc, peopl, die, insurg 
##  Topic 3: --, kill, european, milit, secur 
##  Topic 4: turkish, eight, roj, thirteen, command 
##  Topic 5: --, iraq, milit, kill, pkk 
##  Topic 6: ankara, terrorist, kill, f, forc 
##  Topic 7: rebel, kurdish, die, seven, med 
##  Topic 8: --, forc, defens, people’, peopl 
##  Topic 9: kurd, r, clash, troop, rebel 
##  Topic 10: kill, r, five, ambush, ten 
##  Topic 11: soldier, three, clash, four, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 136 (approx. per word bound = -4.005, relative change = 1.325e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 137 (approx. per word bound = -4.004, relative change = 1.214e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 138 (approx. per word bound = -4.004, relative change = 1.222e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 139 (approx. per word bound = -4.003, relative change = 1.310e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 140 (approx. per word bound = -4.003, relative change = 1.496e-04) 
## Topic 1: two, attack, pkk, bomb, one 
##  Topic 2: turkey, violenc, peopl, die, insurg 
##  Topic 3: --, kill, european, milit, secur 
##  Topic 4: turkish, eight, roj, thirteen, command 
##  Topic 5: --, iraq, milit, kill, pkk 
##  Topic 6: ankara, terrorist, kill, f, forc 
##  Topic 7: rebel, kurdish, die, seven, med 
##  Topic 8: --, forc, defens, people’, peopl 
##  Topic 9: kurd, r, clash, troop, rebel 
##  Topic 10: kill, r, five, eight, ambush 
##  Topic 11: soldier, three, clash, four, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 141 (approx. per word bound = -4.002, relative change = 1.799e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 142 (approx. per word bound = -4.001, relative change = 2.254e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 143 (approx. per word bound = -4.000, relative change = 2.824e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 144 (approx. per word bound = -3.999, relative change = 3.231e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 145 (approx. per word bound = -3.997, relative change = 3.150e-04) 
## Topic 1: two, attack, pkk, bomb, one 
##  Topic 2: turkey, violenc, peopl, die, insurg 
##  Topic 3: --, kill, european, milit, secur 
##  Topic 4: turkish, eight, roj, thirteen, command 
##  Topic 5: --, iraq, milit, kill, pkk 
##  Topic 6: ankara, kill, terrorist, f, forc 
##  Topic 7: rebel, kurdish, die, seven, med 
##  Topic 8: --, forc, defens, people’, peopl 
##  Topic 9: kurd, r, clash, troop, rebel 
##  Topic 10: kill, r, five, eight, ambush 
##  Topic 11: soldier, three, clash, four, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 146 (approx. per word bound = -3.996, relative change = 2.636e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 147 (approx. per word bound = -3.995, relative change = 2.045e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 148 (approx. per word bound = -3.995, relative change = 1.551e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 149 (approx. per word bound = -3.994, relative change = 1.272e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 150 (approx. per word bound = -3.994, relative change = 1.092e-04) 
## Topic 1: two, attack, pkk, bomb, one 
##  Topic 2: turkey, violenc, peopl, die, insurg 
##  Topic 3: --, kill, european, milit, secur 
##  Topic 4: turkish, eight, roj, thirteen, command 
##  Topic 5: --, iraq, milit, kill, pkk 
##  Topic 6: ankara, kill, terrorist, f, forc 
##  Topic 7: rebel, kurdish, die, seven, med 
##  Topic 8: --, forc, defens, people’, peopl 
##  Topic 9: r, kurd, rebel, troop, clash 
##  Topic 10: kill, r, five, eight, ambush 
##  Topic 11: soldier, three, clash, four, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 151 (approx. per word bound = -3.993, relative change = 9.798e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 152 (approx. per word bound = -3.993, relative change = 9.070e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 153 (approx. per word bound = -3.993, relative change = 8.637e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 154 (approx. per word bound = -3.992, relative change = 8.481e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 155 (approx. per word bound = -3.992, relative change = 8.466e-05) 
## Topic 1: two, attack, pkk, bomb, one 
##  Topic 2: turkey, violenc, peopl, die, kurdish 
##  Topic 3: --, kill, european, milit, secur 
##  Topic 4: turkish, eight, roj, thirteen, command 
##  Topic 5: --, iraq, milit, kill, pkk 
##  Topic 6: ankara, kill, terrorist, f, forc 
##  Topic 7: kurdish, rebel, die, seven, med 
##  Topic 8: --, forc, defens, people’, peopl 
##  Topic 9: r, kurd, rebel, troop, clash 
##  Topic 10: kill, r, five, eight, ambush 
##  Topic 11: soldier, clash, three, four, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 156 (approx. per word bound = -3.992, relative change = 8.855e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 157 (approx. per word bound = -3.991, relative change = 9.906e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 158 (approx. per word bound = -3.991, relative change = 1.118e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 159 (approx. per word bound = -3.990, relative change = 1.150e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 160 (approx. per word bound = -3.990, relative change = 1.061e-04) 
## Topic 1: two, attack, pkk, bomb, one 
##  Topic 2: turkey, violenc, peopl, die, kurdish 
##  Topic 3: --, kill, european, milit, secur 
##  Topic 4: turkish, eight, roj, thirteen, command 
##  Topic 5: --, iraq, milit, kill, pkk 
##  Topic 6: ankara, kill, terrorist, f, clash 
##  Topic 7: kurdish, rebel, die, seven, med 
##  Topic 8: --, forc, defens, people’, peopl 
##  Topic 9: r, kurd, rebel, troop, clash 
##  Topic 10: kill, r, five, eight, ambush 
##  Topic 11: soldier, clash, three, four, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 161 (approx. per word bound = -3.990, relative change = 1.001e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 162 (approx. per word bound = -3.989, relative change = 9.870e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 163 (approx. per word bound = -3.989, relative change = 9.959e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 164 (approx. per word bound = -3.988, relative change = 1.056e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 165 (approx. per word bound = -3.988, relative change = 4.987e-05) 
## Topic 1: two, attack, pkk, bomb, one 
##  Topic 2: turkey, violenc, peopl, die, kurdish 
##  Topic 3: --, kill, european, milit, secur 
##  Topic 4: turkish, eight, thirteen, copenhagen-bas, twenty-six 
##  Topic 5: --, iraq, milit, kill, pkk 
##  Topic 6: ankara, kill, terrorist, f, clash 
##  Topic 7: kurdish, rebel, die, seven, troop 
##  Topic 8: forc, --, defens, people’, peopl 
##  Topic 9: r, kurd, rebel, troop, clash 
##  Topic 10: kill, r, five, eight, ambush 
##  Topic 11: soldier, clash, three, four, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 166 (approx. per word bound = -3.988, relative change = 1.525e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 167 (approx. per word bound = -3.987, relative change = 8.691e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 168 (approx. per word bound = -3.987, relative change = 9.036e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 169 (approx. per word bound = -3.986, relative change = 9.071e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 170 (approx. per word bound = -3.986, relative change = 7.821e-05) 
## Topic 1: two, attack, pkk, bomb, one 
##  Topic 2: turkey, violenc, peopl, die, kurdish 
##  Topic 3: --, kill, european, milit, kurdish 
##  Topic 4: turkish, eight, thirteen, copenhagen-bas, twenty-six 
##  Topic 5: --, iraq, milit, kill, pkk 
##  Topic 6: ankara, kill, terrorist, clash, f 
##  Topic 7: kurdish, rebel, die, seven, troop 
##  Topic 8: forc, --, defens, people’, peopl 
##  Topic 9: r, kurd, rebel, troop, clash 
##  Topic 10: kill, r, five, eight, six 
##  Topic 11: soldier, clash, three, four, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 171 (approx. per word bound = -3.986, relative change = 7.267e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 172 (approx. per word bound = -3.986, relative change = 7.509e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 173 (approx. per word bound = -3.985, relative change = 6.909e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 174 (approx. per word bound = -3.985, relative change = 6.675e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 175 (approx. per word bound = -3.985, relative change = 7.789e-05) 
## Topic 1: two, attack, pkk, bomb, one 
##  Topic 2: turkey, violenc, peopl, kurdish, die 
##  Topic 3: --, kill, european, kurdish, milit 
##  Topic 4: turkish, eight, thirteen, copenhagen-bas, twenty-six 
##  Topic 5: --, iraq, milit, kill, pkk 
##  Topic 6: ankara, kill, terrorist, clash, f 
##  Topic 7: kurdish, rebel, die, seven, troop 
##  Topic 8: forc, --, defens, people’, peopl 
##  Topic 9: r, kurd, rebel, troop, clash 
##  Topic 10: kill, r, five, eight, six 
##  Topic 11: soldier, clash, three, four, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 176 (approx. per word bound = -3.984, relative change = 1.251e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 177 (approx. per word bound = -3.984, relative change = 6.484e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 178 (approx. per word bound = -3.984, relative change = 5.406e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 179 (approx. per word bound = -3.984, relative change = 5.921e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 180 (approx. per word bound = -3.983, relative change = 5.878e-05) 
## Topic 1: two, attack, pkk, bomb, one 
##  Topic 2: turkey, violenc, peopl, kurdish, die 
##  Topic 3: --, kill, european, kurdish, milit 
##  Topic 4: turkish, eight, copenhagen-bas, twenty-six, command 
##  Topic 5: --, iraq, milit, kill, pkk 
##  Topic 6: ankara, kill, terrorist, clash, f 
##  Topic 7: kurdish, rebel, die, seven, troop 
##  Topic 8: forc, --, defens, people’, peopl 
##  Topic 9: r, kurd, rebel, troop, clash 
##  Topic 10: kill, r, five, eight, six 
##  Topic 11: soldier, clash, three, four, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 181 (approx. per word bound = -3.983, relative change = 5.818e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 182 (approx. per word bound = -3.983, relative change = 5.876e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ............
##   Recovering initialization...
##      ..................
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -5.153) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.771, relative change = 7.414e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.623, relative change = 3.103e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.539, relative change = 1.816e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.481, relative change = 1.273e-02) 
## Topic 1: milit, european, bomb, nine, apr 
##  Topic 2: kurdish, kurd, dead, peopl, six 
##  Topic 3: forc, defens, attack, offici, mine 
##  Topic 4: r, five, strike, roj, insurg 
##  Topic 5: policeman, car, ozgur, blast, dow 
##  Topic 6: ankara, seven, anatolia, oper, provinc 
##  Topic 7: turkey, rebel, kill, clash, troop 
##  Topic 8: turkish, clash, kill, f, one 
##  Topic 9: kill, --, soldier, terrorist, two 
##  Topic 10: pkk, three, die, anatolia, sep 
##  Topic 11: secur, iraq, air, iraqi, eur 
##  Topic 12: people’, turkish, guerrilla, captur, villag 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.437, relative change = 9.830e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.403, relative change = 7.646e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.373, relative change = 6.900e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.346, relative change = 6.076e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.322, relative change = 5.558e-03) 
## Topic 1: milit, european, bomb, militari, nine 
##  Topic 2: kurdish, kurd, dead, six, peopl 
##  Topic 3: forc, defens, attack, peopl, offici 
##  Topic 4: r, five, roj, violenc, insurg 
##  Topic 5: blast, policeman, car, ozgur, dow 
##  Topic 6: ankara, anatolia, seven, oper, provinc 
##  Topic 7: turkey, rebel, kill, troop, clash 
##  Topic 8: turkish, clash, kill, f, one 
##  Topic 9: --, kill, soldier, terrorist, two 
##  Topic 10: pkk, three, die, sep, one 
##  Topic 11: secur, iraq, strike, air, iraqi 
##  Topic 12: people’, guerrilla, turkish, villag, least 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.298, relative change = 5.577e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.274, relative change = 5.542e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.248, relative change = 6.093e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.220, relative change = 6.528e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.197, relative change = 5.445e-03) 
## Topic 1: milit, european, bomb, militari, nine 
##  Topic 2: kurdish, kurd, dead, six, peopl 
##  Topic 3: forc, defens, --, peopl, offici 
##  Topic 4: r, five, violenc, roj, insurg 
##  Topic 5: blast, policeman, politika, car, ozgur 
##  Topic 6: ankara, anatolia, terrorist, seven, oper 
##  Topic 7: turkey, rebel, kill, troop, clash 
##  Topic 8: turkish, kill, clash, f, terrorist 
##  Topic 9: --, kill, soldier, turkish, two 
##  Topic 10: pkk, attack, three, die, one 
##  Topic 11: secur, iraq, strike, air, kurdish 
##  Topic 12: people’, guerrilla, --, villag, peopl 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.180, relative change = 4.141e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -4.166, relative change = 3.316e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -4.154, relative change = 2.813e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -4.145, relative change = 2.330e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.136, relative change = 2.190e-03) 
## Topic 1: milit, european, turkey, bomb, militari 
##  Topic 2: kurdish, kurd, dead, six, peopl 
##  Topic 3: forc, --, defens, peopl, turk 
##  Topic 4: r, five, violenc, conflict, insurg 
##  Topic 5: blast, roj, policeman, politika, car 
##  Topic 6: ankara, terrorist, anatolia, seven, oper 
##  Topic 7: rebel, turkey, kill, troop, clash 
##  Topic 8: turkish, kill, clash, f, terrorist 
##  Topic 9: --, kill, turkish, soldier, two 
##  Topic 10: pkk, attack, three, die, one 
##  Topic 11: secur, iraq, strike, kurdish, air 
##  Topic 12: people’, --, guerrilla, villag, peopl 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.127, relative change = 2.146e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -4.119, relative change = 2.000e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -4.110, relative change = 1.987e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -4.101, relative change = 2.179e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -4.093, relative change = 2.174e-03) 
## Topic 1: milit, turkey, european, bomb, militari 
##  Topic 2: kurdish, kurd, dead, six, peopl 
##  Topic 3: forc, --, defens, peopl, turk 
##  Topic 4: r, violenc, five, guerrilla, conflict 
##  Topic 5: blast, roj, policeman, politika, car 
##  Topic 6: ankara, terrorist, anatolia, secur, seven 
##  Topic 7: rebel, turkey, kill, clash, troop 
##  Topic 8: turkish, kill, clash, f, terrorist 
##  Topic 9: --, kill, turkish, soldier, two 
##  Topic 10: pkk, attack, three, die, one 
##  Topic 11: iraq, secur, kurdish, strike, air 
##  Topic 12: people’, --, peopl, villag, view 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -4.085, relative change = 1.890e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -4.078, relative change = 1.673e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -4.072, relative change = 1.552e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -4.067, relative change = 1.232e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -4.062, relative change = 1.096e-03) 
## Topic 1: milit, turkey, european, bomb, militari 
##  Topic 2: kurdish, kurd, dead, six, peopl 
##  Topic 3: forc, defens, --, peopl, terörist 
##  Topic 4: r, violenc, five, guerrilla, eight 
##  Topic 5: blast, roj, policeman, politika, explos 
##  Topic 6: ankara, terrorist, secur, anatolia, apr 
##  Topic 7: rebel, turkey, kill, clash, troop 
##  Topic 8: turkish, kill, clash, f, terrorist 
##  Topic 9: --, kill, turkish, soldier, two 
##  Topic 10: pkk, attack, three, die, one 
##  Topic 11: iraq, kurdish, strike, air, say 
##  Topic 12: people’, --, peopl, view, full 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -4.058, relative change = 1.054e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -4.054, relative change = 1.017e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -4.049, relative change = 1.042e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -4.045, relative change = 1.062e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -4.041, relative change = 1.072e-03) 
## Topic 1: turkey, milit, european, bomb, militari 
##  Topic 2: kurdish, kurd, dead, six, peopl 
##  Topic 3: forc, defens, --, peopl, terörist 
##  Topic 4: r, violenc, five, guerrilla, eight 
##  Topic 5: blast, roj, policeman, politika, explos 
##  Topic 6: ankara, terrorist, secur, anatolia, apr 
##  Topic 7: rebel, turkey, kill, clash, troop 
##  Topic 8: turkish, kill, clash, f, jun 
##  Topic 9: --, kill, turkish, soldier, two 
##  Topic 10: attack, pkk, three, one, die 
##  Topic 11: iraq, --, kurdish, pkk, strike 
##  Topic 12: people’, --, peopl, view, full 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -4.037, relative change = 9.758e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -4.034, relative change = 7.980e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -4.031, relative change = 7.291e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -4.028, relative change = 7.411e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -4.025, relative change = 6.894e-04) 
## Topic 1: turkey, european, milit, bomb, militari 
##  Topic 2: kurdish, kurd, dead, six, peopl 
##  Topic 3: forc, defens, --, people’, terörist 
##  Topic 4: r, violenc, die, eight, five 
##  Topic 5: blast, roj, policeman, politika, explos 
##  Topic 6: ankara, terrorist, secur, anatolia, apr 
##  Topic 7: rebel, turkey, kill, clash, troop 
##  Topic 8: turkish, kill, clash, f, jun 
##  Topic 9: --, kill, turkish, soldier, two 
##  Topic 10: attack, three, pkk, one, five 
##  Topic 11: --, iraq, pkk, turkish, kurdish 
##  Topic 12: people’, --, peopl, view, full 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -4.023, relative change = 6.068e-04) 
## ....................................................................................................
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## Completing Iteration 42 (approx. per word bound = -4.020, relative change = 6.309e-04) 
## ....................................................................................................
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## Completing Iteration 43 (approx. per word bound = -4.017, relative change = 6.545e-04) 
## ....................................................................................................
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## Completing Iteration 44 (approx. per word bound = -4.015, relative change = 6.169e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
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## Completing Iteration 45 (approx. per word bound = -4.012, relative change = 6.356e-04) 
## Topic 1: turkey, european, milit, kurdish, -- 
##  Topic 2: kurdish, kurd, dead, six, peopl 
##  Topic 3: forc, defens, --, people’, terörist 
##  Topic 4: r, violenc, die, eight, five 
##  Topic 5: blast, roj, policeman, politika, explos 
##  Topic 6: ankara, terrorist, secur, anatolia, apr 
##  Topic 7: rebel, turkey, kill, clash, troop 
##  Topic 8: turkish, kill, clash, f, jun 
##  Topic 9: kill, --, turkish, soldier, two 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, pkk, milit 
##  Topic 12: people’, --, peopl, view, full 
## ....................................................................................................
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## Completing Iteration 46 (approx. per word bound = -4.010, relative change = 6.717e-04) 
## ....................................................................................................
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## Completing Iteration 47 (approx. per word bound = -4.007, relative change = 7.357e-04) 
## ....................................................................................................
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## Completing Iteration 48 (approx. per word bound = -4.003, relative change = 8.235e-04) 
## ....................................................................................................
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## Completing Iteration 49 (approx. per word bound = -4.000, relative change = 8.628e-04) 
## ....................................................................................................
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## Completing Iteration 50 (approx. per word bound = -3.996, relative change = 8.697e-04) 
## Topic 1: --, turkey, kurdish, european, milit 
##  Topic 2: kurdish, kurd, dead, six, peopl 
##  Topic 3: forc, defens, --, people’, terörist 
##  Topic 4: r, violenc, die, eight, five 
##  Topic 5: blast, bomb, roj, policeman, politika 
##  Topic 6: ankara, terrorist, secur, anatolia, apr 
##  Topic 7: rebel, turkey, kill, clash, troop 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, --, turkish, soldier, two 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, pkk, milit 
##  Topic 12: --, peopl, people’, view, full 
## ....................................................................................................
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## Completing Iteration 51 (approx. per word bound = -3.993, relative change = 8.956e-04) 
## ....................................................................................................
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## Completing Iteration 52 (approx. per word bound = -3.989, relative change = 8.706e-04) 
## ....................................................................................................
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## Completing Iteration 53 (approx. per word bound = -3.986, relative change = 7.322e-04) 
## ....................................................................................................
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## Completing Iteration 54 (approx. per word bound = -3.984, relative change = 6.493e-04) 
## ....................................................................................................
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## Completing Iteration 55 (approx. per word bound = -3.982, relative change = 5.385e-04) 
## Topic 1: --, turkey, kurdish, european, milit 
##  Topic 2: kurdish, kurd, dead, six, offici 
##  Topic 3: forc, defens, --, people’, terörist 
##  Topic 4: r, violenc, die, five, eight 
##  Topic 5: bomb, blast, roj, mine, policeman 
##  Topic 6: ankara, terrorist, secur, anatolia, apr 
##  Topic 7: rebel, turkey, kill, troop, clash 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, --, soldier, two 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, pkk, kill 
##  Topic 12: peopl, --, people’, view, full 
## ....................................................................................................
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## Completing Iteration 56 (approx. per word bound = -3.980, relative change = 4.698e-04) 
## ....................................................................................................
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## Completing Iteration 57 (approx. per word bound = -3.978, relative change = 4.079e-04) 
## ....................................................................................................
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## Completing Iteration 58 (approx. per word bound = -3.977, relative change = 3.545e-04) 
## ....................................................................................................
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## Completing Iteration 59 (approx. per word bound = -3.976, relative change = 3.385e-04) 
## ....................................................................................................
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## Completing Iteration 60 (approx. per word bound = -3.974, relative change = 3.714e-04) 
## Topic 1: --, turkey, kurdish, european, milit 
##  Topic 2: kurdish, kurd, dead, six, offici 
##  Topic 3: forc, --, defens, people’, terörist 
##  Topic 4: r, violenc, die, five, eight 
##  Topic 5: bomb, blast, mine, injur, roj 
##  Topic 6: ankara, terrorist, secur, anatolia, forc 
##  Topic 7: rebel, turkey, kill, troop, clash 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, --, two 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, pkk, kill 
##  Topic 12: peopl, --, defens, view, full 
## ....................................................................................................
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## Completing Iteration 61 (approx. per word bound = -3.973, relative change = 2.827e-04) 
## ....................................................................................................
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## Completing Iteration 62 (approx. per word bound = -3.972, relative change = 2.504e-04) 
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## Completing Iteration 63 (approx. per word bound = -3.971, relative change = 2.428e-04) 
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## Completing Iteration 64 (approx. per word bound = -3.970, relative change = 2.400e-04) 
## ....................................................................................................
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## Completing Iteration 65 (approx. per word bound = -3.969, relative change = 2.130e-04) 
## Topic 1: --, turkey, kurdish, european, milit 
##  Topic 2: kurdish, kurd, dead, six, offici 
##  Topic 3: forc, --, defens, people’, terörist 
##  Topic 4: r, violenc, die, five, eight 
##  Topic 5: bomb, blast, mine, injur, roj 
##  Topic 6: ankara, terrorist, secur, anatolia, forc 
##  Topic 7: rebel, turkey, kill, troop, clash 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, --, two 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, pkk, kill 
##  Topic 12: peopl, --, defens, view, full 
## ....................................................................................................
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## Completing Iteration 66 (approx. per word bound = -3.968, relative change = 2.058e-04) 
## ....................................................................................................
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## Completing Iteration 67 (approx. per word bound = -3.968, relative change = 2.038e-04) 
## ....................................................................................................
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## Completing Iteration 68 (approx. per word bound = -3.967, relative change = 1.949e-04) 
## ....................................................................................................
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## Completing Iteration 69 (approx. per word bound = -3.966, relative change = 1.780e-04) 
## ....................................................................................................
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## Completing Iteration 70 (approx. per word bound = -3.965, relative change = 1.617e-04) 
## Topic 1: --, turkey, kurdish, european, milit 
##  Topic 2: kurdish, kurd, dead, six, offici 
##  Topic 3: forc, --, defens, people’, terörist 
##  Topic 4: r, violenc, die, five, eight 
##  Topic 5: bomb, blast, mine, injur, roj 
##  Topic 6: ankara, terrorist, secur, anatolia, forc 
##  Topic 7: rebel, turkey, kill, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, --, two 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, pkk, kill 
##  Topic 12: peopl, --, defens, view, full 
## ....................................................................................................
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## Completing Iteration 71 (approx. per word bound = -3.965, relative change = 1.487e-04) 
## ....................................................................................................
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## Completing Iteration 72 (approx. per word bound = -3.964, relative change = 1.390e-04) 
## ....................................................................................................
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## Completing Iteration 73 (approx. per word bound = -3.964, relative change = 1.376e-04) 
## ....................................................................................................
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## Completing Iteration 74 (approx. per word bound = -3.963, relative change = 1.374e-04) 
## ....................................................................................................
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## Completing Iteration 75 (approx. per word bound = -3.963, relative change = 1.383e-04) 
## Topic 1: --, turkey, kurdish, european, milit 
##  Topic 2: kurdish, kurd, dead, six, offici 
##  Topic 3: forc, --, defens, people’, terörist 
##  Topic 4: r, violenc, die, five, eight 
##  Topic 5: bomb, blast, mine, injur, roj 
##  Topic 6: ankara, terrorist, secur, anatolia, forc 
##  Topic 7: rebel, turkey, kill, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, --, two 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, pkk, kill 
##  Topic 12: peopl, defens, --, view, full 
## ....................................................................................................
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## Completing Iteration 76 (approx. per word bound = -3.962, relative change = 1.397e-04) 
## ....................................................................................................
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## Completing Iteration 77 (approx. per word bound = -3.962, relative change = 1.371e-04) 
## ....................................................................................................
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## Completing Iteration 78 (approx. per word bound = -3.961, relative change = 1.326e-04) 
## ....................................................................................................
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## Completing Iteration 79 (approx. per word bound = -3.960, relative change = 1.327e-04) 
## ....................................................................................................
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## Completing Iteration 80 (approx. per word bound = -3.960, relative change = 1.542e-04) 
## Topic 1: --, turkey, kurdish, european, milit 
##  Topic 2: kurdish, kurd, dead, six, offici 
##  Topic 3: forc, --, defens, people’, terörist 
##  Topic 4: r, violenc, die, five, eight 
##  Topic 5: bomb, blast, mine, injur, roj 
##  Topic 6: ankara, terrorist, secur, anatolia, forc 
##  Topic 7: rebel, turkey, kill, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, -- 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, pkk, kill 
##  Topic 12: peopl, defens, --, view, full 
## ....................................................................................................
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## Completing Iteration 81 (approx. per word bound = -3.959, relative change = 2.223e-04) 
## ....................................................................................................
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## Completing Iteration 82 (approx. per word bound = -3.958, relative change = 1.599e-04) 
## ....................................................................................................
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## Completing Iteration 83 (approx. per word bound = -3.958, relative change = 1.657e-04) 
## ....................................................................................................
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## Completing Iteration 84 (approx. per word bound = -3.957, relative change = 1.532e-04) 
## ....................................................................................................
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## Completing Iteration 85 (approx. per word bound = -3.956, relative change = 1.556e-04) 
## Topic 1: --, turkey, kurdish, european, milit 
##  Topic 2: kurdish, kurd, dead, six, offici 
##  Topic 3: forc, --, defens, people’, terörist 
##  Topic 4: r, violenc, die, five, eight 
##  Topic 5: bomb, blast, mine, injur, roj 
##  Topic 6: ankara, terrorist, secur, anatolia, forc 
##  Topic 7: rebel, turkey, kill, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, pkk, kill 
##  Topic 12: peopl, defens, --, view, forc 
## ....................................................................................................
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## Completing Iteration 86 (approx. per word bound = -3.956, relative change = 1.597e-04) 
## ....................................................................................................
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## Completing Iteration 87 (approx. per word bound = -3.955, relative change = 1.812e-04) 
## ....................................................................................................
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## Completing Iteration 88 (approx. per word bound = -3.954, relative change = 1.907e-04) 
## ....................................................................................................
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## Completing Iteration 89 (approx. per word bound = -3.954, relative change = 1.838e-04) 
## ....................................................................................................
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## Completing Iteration 90 (approx. per word bound = -3.953, relative change = 1.542e-04) 
## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, offici 
##  Topic 3: forc, --, defens, people’, terörist 
##  Topic 4: r, violenc, die, five, eight 
##  Topic 5: bomb, blast, mine, injur, roj 
##  Topic 6: ankara, terrorist, secur, anatolia, forc 
##  Topic 7: rebel, turkey, kill, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: peopl, defens, --, forc, view 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 91 (approx. per word bound = -3.952, relative change = 1.490e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 92 (approx. per word bound = -3.952, relative change = 1.532e-04) 
## ....................................................................................................
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## Completing Iteration 93 (approx. per word bound = -3.951, relative change = 1.604e-04) 
## ....................................................................................................
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## Completing Iteration 94 (approx. per word bound = -3.950, relative change = 2.230e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 95 (approx. per word bound = -3.949, relative change = 2.431e-04) 
## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, offici 
##  Topic 3: --, forc, defens, people’, terörist 
##  Topic 4: r, violenc, die, kill, eight 
##  Topic 5: bomb, blast, --, mine, injur 
##  Topic 6: ankara, terrorist, secur, anatolia, forc 
##  Topic 7: rebel, turkey, kill, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: peopl, defens, --, forc, view 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 96 (approx. per word bound = -3.949, relative change = 1.515e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 97 (approx. per word bound = -3.948, relative change = 1.346e-04) 
## ....................................................................................................
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## Completing Iteration 98 (approx. per word bound = -3.948, relative change = 1.237e-04) 
## ....................................................................................................
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## Completing Iteration 99 (approx. per word bound = -3.947, relative change = 1.168e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 100 (approx. per word bound = -3.947, relative change = 1.136e-04) 
## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, offici 
##  Topic 3: --, forc, defens, people’, terörist 
##  Topic 4: r, violenc, die, kill, eight 
##  Topic 5: bomb, --, blast, turkey, mine 
##  Topic 6: ankara, terrorist, secur, anatolia, forc 
##  Topic 7: rebel, turkey, kill, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: peopl, defens, forc, --, view 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 101 (approx. per word bound = -3.946, relative change = 1.053e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 102 (approx. per word bound = -3.946, relative change = 9.746e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 103 (approx. per word bound = -3.946, relative change = 9.065e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 104 (approx. per word bound = -3.945, relative change = 8.687e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 105 (approx. per word bound = -3.945, relative change = 8.411e-05) 
## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, offici 
##  Topic 3: --, forc, defens, people’, terörist 
##  Topic 4: r, violenc, die, kill, eight 
##  Topic 5: bomb, --, turkey, blast, mine 
##  Topic 6: ankara, terrorist, secur, anatolia, forc 
##  Topic 7: rebel, turkey, kill, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: defens, peopl, forc, --, view 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 106 (approx. per word bound = -3.945, relative change = 8.079e-05) 
## ....................................................................................................
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## Completing Iteration 107 (approx. per word bound = -3.944, relative change = 7.710e-05) 
## ....................................................................................................
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## Completing Iteration 108 (approx. per word bound = -3.944, relative change = 7.421e-05) 
## ....................................................................................................
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## Completing Iteration 109 (approx. per word bound = -3.944, relative change = 7.411e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 110 (approx. per word bound = -3.944, relative change = 7.150e-05) 
## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, offici 
##  Topic 3: --, forc, defens, people’, terörist 
##  Topic 4: r, violenc, kill, die, eight 
##  Topic 5: --, bomb, turkey, blast, mine 
##  Topic 6: ankara, terrorist, secur, anatolia, forc 
##  Topic 7: rebel, turkey, kill, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: defens, forc, peopl, --, view 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 111 (approx. per word bound = -3.943, relative change = 7.121e-05) 
## ....................................................................................................
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## Completing Iteration 112 (approx. per word bound = -3.943, relative change = 6.717e-05) 
## ....................................................................................................
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## Completing Iteration 113 (approx. per word bound = -3.943, relative change = 6.731e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 114 (approx. per word bound = -3.942, relative change = 6.967e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 115 (approx. per word bound = -3.942, relative change = 8.439e-05) 
## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, offici 
##  Topic 3: --, forc, people’, defens, terörist 
##  Topic 4: r, violenc, kill, die, eight 
##  Topic 5: --, bomb, turkey, blast, mine 
##  Topic 6: ankara, terrorist, secur, anatolia, forc 
##  Topic 7: rebel, turkey, kill, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: defens, forc, peopl, --, view 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 116 (approx. per word bound = -3.942, relative change = 1.115e-04) 
## ....................................................................................................
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## Completing Iteration 117 (approx. per word bound = -3.941, relative change = 1.078e-04) 
## ....................................................................................................
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## Completing Iteration 118 (approx. per word bound = -3.941, relative change = 8.345e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 119 (approx. per word bound = -3.941, relative change = 7.323e-05) 
## ....................................................................................................
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## Completing Iteration 120 (approx. per word bound = -3.940, relative change = 6.259e-05) 
## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, offici 
##  Topic 3: --, forc, people’, defens, terörist 
##  Topic 4: r, violenc, kill, die, eight 
##  Topic 5: --, bomb, turkey, blast, mine 
##  Topic 6: ankara, terrorist, secur, anatolia, forc 
##  Topic 7: rebel, turkey, kill, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: defens, forc, --, peopl, view 
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## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, offici 
##  Topic 3: --, forc, people’, defens, terörist 
##  Topic 4: r, violenc, kill, die, eight 
##  Topic 5: --, bomb, turkey, blast, mine 
##  Topic 6: ankara, terrorist, secur, anatolia, forc 
##  Topic 7: rebel, turkey, kill, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
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## Topic 1: --, kurdish, turkey, european, milit 
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##  Topic 3: --, forc, people’, defens, terörist 
##  Topic 4: r, kill, violenc, die, eight 
##  Topic 5: --, turkey, bomb, blast, mine 
##  Topic 6: ankara, terrorist, secur, anatolia, forc 
##  Topic 7: rebel, turkey, kill, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
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## Topic 1: --, kurdish, turkey, european, milit 
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##  Topic 3: --, forc, people’, defens, terörist 
##  Topic 4: r, kill, violenc, die, eight 
##  Topic 5: --, turkey, bomb, blast, mine 
##  Topic 6: ankara, terrorist, secur, anatolia, forc 
##  Topic 7: rebel, turkey, kill, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
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## Topic 1: --, kurdish, turkey, european, milit 
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##  Topic 3: --, forc, people’, defens, terörist 
##  Topic 4: r, kill, violenc, die, turkey 
##  Topic 5: --, turkey, bomb, blast, mine 
##  Topic 6: ankara, terrorist, secur, anatolia, forc 
##  Topic 7: rebel, turkey, kill, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
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## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, offici 
##  Topic 3: --, forc, people’, defens, terörist 
##  Topic 4: r, kill, violenc, turkey, die 
##  Topic 5: --, turkey, bomb, blast, mine 
##  Topic 6: ankara, terrorist, secur, anatolia, forc 
##  Topic 7: rebel, turkey, kill, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: defens, forc, --, peopl, view 
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## Completing Iteration 146 (approx. per word bound = -3.935, relative change = 5.083e-05) 
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## Completing Iteration 150 (approx. per word bound = -3.934, relative change = 3.760e-05) 
## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, offici 
##  Topic 3: --, forc, people’, defens, terörist 
##  Topic 4: r, kill, violenc, turkey, die 
##  Topic 5: --, turkey, bomb, blast, mine 
##  Topic 6: ankara, terrorist, secur, anatolia, forc 
##  Topic 7: rebel, turkey, kill, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: defens, forc, --, peopl, view 
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## Completing Iteration 151 (approx. per word bound = -3.934, relative change = 3.236e-05) 
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## Completing Iteration 155 (approx. per word bound = -3.934, relative change = 3.040e-05) 
## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, offici 
##  Topic 3: --, forc, people’, defens, terörist 
##  Topic 4: r, turkey, kill, violenc, die 
##  Topic 5: --, turkey, bomb, blast, die 
##  Topic 6: ankara, terrorist, secur, anatolia, forc 
##  Topic 7: rebel, turkey, kill, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: defens, forc, --, peopl, view 
## ....................................................................................................
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## Completing Iteration 156 (approx. per word bound = -3.933, relative change = 3.226e-05) 
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## Completing Iteration 159 (approx. per word bound = -3.933, relative change = 4.538e-05) 
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## Completing Iteration 160 (approx. per word bound = -3.933, relative change = 3.599e-05) 
## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, offici 
##  Topic 3: --, forc, people’, defens, terörist 
##  Topic 4: r, turkey, kill, violenc, die 
##  Topic 5: --, turkey, bomb, blast, die 
##  Topic 6: ankara, terrorist, secur, anatolia, kill 
##  Topic 7: rebel, turkey, kill, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: defens, forc, --, peopl, view 
## ....................................................................................................
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## Completing Iteration 161 (approx. per word bound = -3.933, relative change = 3.073e-05) 
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## Completing Iteration 162 (approx. per word bound = -3.933, relative change = 2.685e-05) 
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## Completing Iteration 163 (approx. per word bound = -3.932, relative change = 2.566e-05) 
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## Completing Iteration 165 (approx. per word bound = -3.932, relative change = 2.841e-05) 
## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, offici 
##  Topic 3: --, forc, people’, defens, terörist 
##  Topic 4: r, turkey, kill, violenc, die 
##  Topic 5: --, turkey, bomb, blast, die 
##  Topic 6: ankara, terrorist, secur, anatolia, kill 
##  Topic 7: rebel, turkey, kill, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: defens, forc, --, peopl, view 
## ....................................................................................................
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## Completing Iteration 166 (approx. per word bound = -3.932, relative change = 3.193e-05) 
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## Completing Iteration 167 (approx. per word bound = -3.932, relative change = 3.048e-05) 
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## Completing Iteration 168 (approx. per word bound = -3.932, relative change = 3.691e-05) 
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## Completing Iteration 169 (approx. per word bound = -3.931, relative change = 9.334e-05) 
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## Completing Iteration 170 (approx. per word bound = -3.931, relative change = 6.904e-05) 
## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, nine 
##  Topic 3: --, forc, people’, defens, terörist 
##  Topic 4: r, turkey, kill, violenc, die 
##  Topic 5: --, turkey, bomb, blast, die 
##  Topic 6: ankara, terrorist, secur, anatolia, kill 
##  Topic 7: rebel, turkey, kill, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: defens, forc, --, peopl, view 
## ....................................................................................................
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## Completing Iteration 171 (approx. per word bound = -3.931, relative change = 3.193e-05) 
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## Completing Iteration 172 (approx. per word bound = -3.931, relative change = 2.887e-05) 
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## Completing Iteration 173 (approx. per word bound = -3.931, relative change = 2.463e-05) 
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## Completing Iteration 175 (approx. per word bound = -3.931, relative change = 2.151e-05) 
## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, nine 
##  Topic 3: --, forc, people’, defens, terörist 
##  Topic 4: r, turkey, kill, violenc, die 
##  Topic 5: --, turkey, bomb, blast, die 
##  Topic 6: ankara, terrorist, secur, anatolia, kill 
##  Topic 7: rebel, turkey, kill, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: defens, forc, --, peopl, view 
## ....................................................................................................
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## Completing Iteration 176 (approx. per word bound = -3.931, relative change = 2.297e-05) 
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## Completing Iteration 177 (approx. per word bound = -3.930, relative change = 2.602e-05) 
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## Completing Iteration 178 (approx. per word bound = -3.930, relative change = 3.062e-05) 
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## Completing Iteration 179 (approx. per word bound = -3.930, relative change = 3.448e-05) 
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## Completing Iteration 180 (approx. per word bound = -3.930, relative change = 3.970e-05) 
## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, nine 
##  Topic 3: --, forc, people’, defens, terörist 
##  Topic 4: r, turkey, kill, violenc, die 
##  Topic 5: --, turkey, bomb, blast, die 
##  Topic 6: ankara, terrorist, secur, anatolia, kill 
##  Topic 7: rebel, kill, turkey, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: defens, forc, --, peopl, view 
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## Completing Iteration 181 (approx. per word bound = -3.930, relative change = 4.361e-05) 
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## Completing Iteration 182 (approx. per word bound = -3.930, relative change = 4.425e-05) 
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## Completing Iteration 183 (approx. per word bound = -3.930, relative change = 3.462e-05) 
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## Completing Iteration 184 (approx. per word bound = -3.929, relative change = 2.489e-05) 
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## Completing Iteration 185 (approx. per word bound = -3.929, relative change = 2.177e-05) 
## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, nine 
##  Topic 3: --, forc, people’, defens, terörist 
##  Topic 4: r, turkey, kill, violenc, die 
##  Topic 5: --, turkey, bomb, blast, die 
##  Topic 6: ankara, terrorist, secur, anatolia, kill 
##  Topic 7: rebel, kill, turkey, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: defens, forc, --, peopl, view 
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## Completing Iteration 186 (approx. per word bound = -3.929, relative change = 2.269e-05) 
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## Completing Iteration 187 (approx. per word bound = -3.929, relative change = 1.947e-05) 
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## Completing Iteration 190 (approx. per word bound = -3.929, relative change = 1.419e-05) 
## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, nine 
##  Topic 3: --, forc, people’, defens, terörist 
##  Topic 4: r, turkey, kill, violenc, die 
##  Topic 5: --, turkey, bomb, blast, die 
##  Topic 6: ankara, terrorist, secur, anatolia, kill 
##  Topic 7: rebel, kill, turkey, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: defens, forc, --, peopl, view 
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## Completing Iteration 191 (approx. per word bound = -3.929, relative change = 1.362e-05) 
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## Completing Iteration 192 (approx. per word bound = -3.929, relative change = 1.404e-05) 
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## Completing Iteration 194 (approx. per word bound = -3.929, relative change = 1.593e-05) 
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## Completing Iteration 195 (approx. per word bound = -3.929, relative change = 1.966e-05) 
## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, nine 
##  Topic 3: --, forc, people’, defens, terörist 
##  Topic 4: r, turkey, kill, violenc, die 
##  Topic 5: --, turkey, bomb, blast, die 
##  Topic 6: ankara, terrorist, secur, anatolia, kill 
##  Topic 7: rebel, kill, turkey, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: defens, forc, --, peopl, view 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 196 (approx. per word bound = -3.929, relative change = 2.381e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 197 (approx. per word bound = -3.929, relative change = 2.907e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 198 (approx. per word bound = -3.928, relative change = 3.268e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 199 (approx. per word bound = -3.928, relative change = 3.211e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 200 (approx. per word bound = -3.928, relative change = 3.026e-05) 
## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, nine 
##  Topic 3: --, forc, people’, defens, terörist 
##  Topic 4: r, turkey, kill, violenc, die 
##  Topic 5: --, turkey, bomb, blast, die 
##  Topic 6: ankara, terrorist, secur, anatolia, kill 
##  Topic 7: rebel, kill, turkey, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: defens, forc, --, peopl, view 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 201 (approx. per word bound = -3.928, relative change = 2.534e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 202 (approx. per word bound = -3.928, relative change = 1.868e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 203 (approx. per word bound = -3.928, relative change = 1.808e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 204 (approx. per word bound = -3.928, relative change = 1.962e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 205 (approx. per word bound = -3.928, relative change = 2.095e-05) 
## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, nine 
##  Topic 3: --, forc, people’, defens, terörist 
##  Topic 4: r, turkey, kill, violenc, die 
##  Topic 5: --, turkey, bomb, blast, die 
##  Topic 6: ankara, terrorist, secur, anatolia, kill 
##  Topic 7: rebel, kill, turkey, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: defens, forc, --, peopl, view 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 206 (approx. per word bound = -3.928, relative change = 2.431e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 207 (approx. per word bound = -3.928, relative change = 2.432e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 208 (approx. per word bound = -3.927, relative change = 2.465e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 209 (approx. per word bound = -3.927, relative change = 2.690e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 210 (approx. per word bound = -3.927, relative change = 3.016e-05) 
## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, nine 
##  Topic 3: --, forc, people’, defens, terörist 
##  Topic 4: r, turkey, kill, violenc, die 
##  Topic 5: --, turkey, bomb, blast, die 
##  Topic 6: ankara, terrorist, secur, anatolia, kill 
##  Topic 7: rebel, kill, turkey, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: defens, forc, --, peopl, view 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 211 (approx. per word bound = -3.927, relative change = 3.107e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 212 (approx. per word bound = -3.927, relative change = 2.837e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 213 (approx. per word bound = -3.927, relative change = 2.365e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 214 (approx. per word bound = -3.927, relative change = 2.774e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 215 (approx. per word bound = -3.927, relative change = 3.803e-05) 
## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, nine 
##  Topic 3: --, forc, people’, defens, terörist 
##  Topic 4: r, turkey, kill, violenc, die 
##  Topic 5: --, turkey, bomb, blast, die 
##  Topic 6: ankara, terrorist, secur, anatolia, kill 
##  Topic 7: rebel, kill, turkey, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: defens, forc, --, peopl, view 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 216 (approx. per word bound = -3.927, relative change = 2.611e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 217 (approx. per word bound = -3.926, relative change = 1.979e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 218 (approx. per word bound = -3.926, relative change = 2.111e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 219 (approx. per word bound = -3.926, relative change = 2.547e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 220 (approx. per word bound = -3.926, relative change = 3.260e-05) 
## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, nine 
##  Topic 3: --, forc, people’, defens, terörist 
##  Topic 4: r, turkey, kill, violenc, die 
##  Topic 5: --, turkey, bomb, blast, die 
##  Topic 6: ankara, terrorist, secur, anatolia, kill 
##  Topic 7: rebel, kill, turkey, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: defens, forc, --, peopl, view 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 221 (approx. per word bound = -3.926, relative change = 4.002e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 222 (approx. per word bound = -3.926, relative change = 4.152e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 223 (approx. per word bound = -3.926, relative change = 4.075e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 224 (approx. per word bound = -3.926, relative change = 3.977e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 225 (approx. per word bound = -3.925, relative change = 4.529e-05) 
## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, nine 
##  Topic 3: --, forc, people’, defens, terörist 
##  Topic 4: r, turkey, kill, violenc, die 
##  Topic 5: --, turkey, bomb, blast, die 
##  Topic 6: ankara, terrorist, secur, anatolia, kill 
##  Topic 7: rebel, kill, turkey, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: defens, forc, --, peopl, view 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 226 (approx. per word bound = -3.925, relative change = 4.887e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 227 (approx. per word bound = -3.925, relative change = 2.938e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 228 (approx. per word bound = -3.925, relative change = 1.980e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 229 (approx. per word bound = -3.925, relative change = 1.803e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 230 (approx. per word bound = -3.925, relative change = 1.845e-05) 
## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, nine 
##  Topic 3: --, forc, people’, defens, terörist 
##  Topic 4: r, turkey, kill, violenc, troop 
##  Topic 5: --, turkey, bomb, blast, die 
##  Topic 6: ankara, terrorist, secur, anatolia, kill 
##  Topic 7: rebel, kill, turkey, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: defens, forc, --, peopl, view 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 231 (approx. per word bound = -3.925, relative change = 2.040e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 232 (approx. per word bound = -3.925, relative change = 2.310e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 233 (approx. per word bound = -3.925, relative change = 2.279e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 234 (approx. per word bound = -3.924, relative change = 2.939e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 235 (approx. per word bound = -3.924, relative change = 4.076e-05) 
## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, nine 
##  Topic 3: --, forc, people’, defens, terörist 
##  Topic 4: r, turkey, kill, violenc, troop 
##  Topic 5: --, turkey, bomb, blast, die 
##  Topic 6: ankara, terrorist, secur, anatolia, kill 
##  Topic 7: rebel, kill, turkey, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: defens, forc, --, peopl, view 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 236 (approx. per word bound = -3.924, relative change = 3.258e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 237 (approx. per word bound = -3.924, relative change = 1.770e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 238 (approx. per word bound = -3.924, relative change = 1.796e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 239 (approx. per word bound = -3.924, relative change = 1.967e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 240 (approx. per word bound = -3.924, relative change = 2.842e-05) 
## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, nine 
##  Topic 3: --, forc, people’, defens, terörist 
##  Topic 4: r, turkey, kill, violenc, troop 
##  Topic 5: --, turkey, bomb, blast, die 
##  Topic 6: ankara, terrorist, secur, anatolia, kill 
##  Topic 7: rebel, kill, turkey, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: defens, --, forc, peopl, view 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 241 (approx. per word bound = -3.924, relative change = 3.861e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 242 (approx. per word bound = -3.924, relative change = 2.452e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 243 (approx. per word bound = -3.924, relative change = 1.667e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 244 (approx. per word bound = -3.923, relative change = 1.535e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 245 (approx. per word bound = -3.923, relative change = 1.680e-05) 
## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, nine 
##  Topic 3: --, forc, people’, defens, terörist 
##  Topic 4: r, turkey, kill, violenc, troop 
##  Topic 5: --, turkey, bomb, blast, die 
##  Topic 6: ankara, terrorist, secur, anatolia, kill 
##  Topic 7: rebel, kill, turkey, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: defens, --, forc, peopl, view 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 246 (approx. per word bound = -3.923, relative change = 1.910e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 247 (approx. per word bound = -3.923, relative change = 2.149e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 248 (approx. per word bound = -3.923, relative change = 2.716e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 249 (approx. per word bound = -3.923, relative change = 3.214e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 250 (approx. per word bound = -3.923, relative change = 2.808e-05) 
## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, nine 
##  Topic 3: --, forc, people’, defens, terörist 
##  Topic 4: r, turkey, kill, violenc, troop 
##  Topic 5: --, turkey, bomb, blast, mine 
##  Topic 6: ankara, terrorist, secur, anatolia, kill 
##  Topic 7: rebel, turkey, kill, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: defens, --, forc, peopl, view 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 251 (approx. per word bound = -3.923, relative change = 2.116e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 252 (approx. per word bound = -3.923, relative change = 1.496e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 253 (approx. per word bound = -3.923, relative change = 1.393e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 254 (approx. per word bound = -3.923, relative change = 1.309e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 255 (approx. per word bound = -3.923, relative change = 1.386e-05) 
## Topic 1: --, kurdish, turkey, european, milit 
##  Topic 2: kurdish, kurd, dead, six, nine 
##  Topic 3: --, forc, people’, defens, terörist 
##  Topic 4: r, turkey, kill, violenc, troop 
##  Topic 5: --, turkey, bomb, blast, mine 
##  Topic 6: ankara, terrorist, secur, anatolia, kill 
##  Topic 7: rebel, turkey, kill, troop, say 
##  Topic 8: turkish, kill, clash, f, forc 
##  Topic 9: kill, turkish, soldier, two, clash 
##  Topic 10: attack, three, pkk, one, polic 
##  Topic 11: --, iraq, turkish, kill, pkk 
##  Topic 12: defens, --, forc, peopl, view 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 256 (approx. per word bound = -3.923, relative change = 1.552e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 257 (approx. per word bound = -3.922, relative change = 1.552e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 258 (approx. per word bound = -3.922, relative change = 1.228e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 259 (approx. per word bound = -3.922, relative change = 1.085e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      .............
##   Recovering initialization...
##      ..................
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -5.124) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.826, relative change = 5.804e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.669, relative change = 3.259e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.549, relative change = 2.557e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.461, relative change = 1.935e-02) 
## Topic 1: kurd, soldier, oper, wound, offic 
##  Topic 2: kill, four, ten, sep, villag 
##  Topic 3: attack, anatolia, iraq, dead, captur 
##  Topic 4: turkey, six, --, roj, least 
##  Topic 5: kill, seven, turkish, fight, rebel 
##  Topic 6: ankara, kill, terrorist, f, three 
##  Topic 7: turkish, pkk, three, bomb, rebel 
##  Topic 8: turkish, defens, peopl, jun, rebel 
##  Topic 9: kurdish, clash, two, troop, milit 
##  Topic 10: r, rebel, die, say, seven 
##  Topic 11: --, kill, _f, blast, eur 
##  Topic 12: forc, people’, secur, --, turk 
##  Topic 13: turkish, strike, iraqi, pkk, air 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.396, relative change = 1.474e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.349, relative change = 1.069e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.313, relative change = 8.195e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.286, relative change = 6.249e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.261, relative change = 5.726e-03) 
## Topic 1: kurd, soldier, oper, five, wound 
##  Topic 2: kill, four, ten, sep, villag 
##  Topic 3: attack, anatolia, dead, captur, civilian 
##  Topic 4: turkey, six, roj, least, se 
##  Topic 5: kill, seven, turkish, fight, rebel 
##  Topic 6: ankara, kill, terrorist, f, _f 
##  Topic 7: pkk, three, turkish, bomb, polic 
##  Topic 8: turkish, defens, peopl, jun, leav 
##  Topic 9: kurdish, clash, two, troop, milit 
##  Topic 10: r, rebel, say, die, turk 
##  Topic 11: --, kill, blast, eur, middl 
##  Topic 12: forc, --, people’, secur, defens 
##  Topic 13: turkish, iraq, pkk, strike, air 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.236, relative change = 6.068e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.211, relative change = 5.817e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.190, relative change = 4.871e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.174, relative change = 3.906e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.160, relative change = 3.272e-03) 
## Topic 1: kurd, soldier, five, oper, offic 
##  Topic 2: kill, four, ten, sep, villag 
##  Topic 3: attack, anatolia, dead, offici, civilian 
##  Topic 4: turkey, six, roj, least, se 
##  Topic 5: kill, seven, fight, turkish, politika 
##  Topic 6: ankara, kill, terrorist, f, secur 
##  Topic 7: three, pkk, turkish, bomb, polic 
##  Topic 8: turkish, peopl, jun, leav, twenti 
##  Topic 9: kurdish, clash, two, troop, european 
##  Topic 10: r, rebel, say, die, turk 
##  Topic 11: --, kill, blast, eur, wound 
##  Topic 12: forc, --, defens, people’, secur 
##  Topic 13: iraq, milit, turkish, pkk, strike 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.149, relative change = 2.652e-03) 
## ....................................................................................................
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## Completing Iteration 17 (approx. per word bound = -4.140, relative change = 2.274e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 18 (approx. per word bound = -4.132, relative change = 1.983e-03) 
## ....................................................................................................
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## Completing Iteration 19 (approx. per word bound = -4.124, relative change = 1.878e-03) 
## ....................................................................................................
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## Completing Iteration 20 (approx. per word bound = -4.117, relative change = 1.795e-03) 
## Topic 1: kurd, soldier, five, oper, die 
##  Topic 2: four, kill, ten, sep, villag 
##  Topic 3: attack, anatolia, dead, offici, civilian 
##  Topic 4: turkey, six, roj, least, se 
##  Topic 5: kill, seven, fight, rebel, politika 
##  Topic 6: ankara, kill, terrorist, secur, f 
##  Topic 7: three, pkk, bomb, polic, turkish 
##  Topic 8: turkish, peopl, leav, clash, twenti 
##  Topic 9: kurdish, clash, two, troop, violenc 
##  Topic 10: r, rebel, say, conflict, die 
##  Topic 11: --, kill, european, blast, eur 
##  Topic 12: forc, --, defens, people’, peopl 
##  Topic 13: milit, iraq, turkish, pkk, strike 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 21 (approx. per word bound = -4.110, relative change = 1.641e-03) 
## ....................................................................................................
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## Completing Iteration 22 (approx. per word bound = -4.103, relative change = 1.647e-03) 
## ....................................................................................................
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## Completing Iteration 23 (approx. per word bound = -4.096, relative change = 1.747e-03) 
## ....................................................................................................
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## Completing Iteration 24 (approx. per word bound = -4.089, relative change = 1.647e-03) 
## ....................................................................................................
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## Completing Iteration 25 (approx. per word bound = -4.083, relative change = 1.433e-03) 
## Topic 1: kurd, soldier, five, oper, die 
##  Topic 2: four, kill, ten, sep, villag 
##  Topic 3: attack, anatolia, dead, offici, civilian 
##  Topic 4: turkey, six, roj, least, se 
##  Topic 5: kill, seven, fight, rebel, politika 
##  Topic 6: ankara, kill, terrorist, secur, f 
##  Topic 7: three, pkk, bomb, polic, turkish 
##  Topic 8: turkish, clash, leav, twenti, peopl 
##  Topic 9: kurdish, clash, two, troop, violenc 
##  Topic 10: r, rebel, say, conflict, dead 
##  Topic 11: --, kill, european, blast, eur 
##  Topic 12: forc, --, defens, people’, peopl 
##  Topic 13: milit, iraq, turkish, pkk, strike 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 26 (approx. per word bound = -4.078, relative change = 1.240e-03) 
## ....................................................................................................
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## Completing Iteration 27 (approx. per word bound = -4.074, relative change = 1.067e-03) 
## ....................................................................................................
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## Completing Iteration 28 (approx. per word bound = -4.070, relative change = 1.044e-03) 
## ....................................................................................................
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## Completing Iteration 29 (approx. per word bound = -4.066, relative change = 9.063e-04) 
## ....................................................................................................
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## Completing Iteration 30 (approx. per word bound = -4.063, relative change = 8.082e-04) 
## Topic 1: kurd, soldier, five, die, oper 
##  Topic 2: four, kill, ten, sep, villag 
##  Topic 3: attack, dead, anatolia, offici, civilian 
##  Topic 4: turkey, six, roj, least, se 
##  Topic 5: kill, seven, fight, rebel, politika 
##  Topic 6: ankara, kill, terrorist, f, secur 
##  Topic 7: three, pkk, bomb, polic, rebel 
##  Topic 8: turkish, twenti, clash, leav, twenty-six 
##  Topic 9: kurdish, clash, two, troop, violenc 
##  Topic 10: r, rebel, say, dead, conflict 
##  Topic 11: --, kill, european, blast, eur 
##  Topic 12: forc, --, defens, people’, peopl 
##  Topic 13: milit, iraq, turkish, pkk, strike 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 31 (approx. per word bound = -4.059, relative change = 8.066e-04) 
## ....................................................................................................
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## Completing Iteration 32 (approx. per word bound = -4.056, relative change = 8.430e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
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## Completing Iteration 33 (approx. per word bound = -4.052, relative change = 9.343e-04) 
## ....................................................................................................
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## Completing Iteration 34 (approx. per word bound = -4.048, relative change = 9.604e-04) 
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## Completing Iteration 35 (approx. per word bound = -4.045, relative change = 8.702e-04) 
## Topic 1: kurd, soldier, five, die, oper 
##  Topic 2: four, kill, ten, villag, member 
##  Topic 3: attack, one, dead, offici, civilian 
##  Topic 4: turkey, six, roj, least, se 
##  Topic 5: kill, seven, rebel, fight, politika 
##  Topic 6: ankara, kill, terrorist, f, clash 
##  Topic 7: three, pkk, bomb, polic, wound 
##  Topic 8: turkish, twenti, leav, clash, twenty-six 
##  Topic 9: kurdish, clash, two, troop, violenc 
##  Topic 10: r, rebel, say, dead, conflict 
##  Topic 11: --, kill, european, secur, blast 
##  Topic 12: forc, --, defens, people’, peopl 
##  Topic 13: milit, turkish, iraq, pkk, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 36 (approx. per word bound = -4.042, relative change = 7.470e-04) 
## ....................................................................................................
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## Completing Iteration 37 (approx. per word bound = -4.039, relative change = 6.602e-04) 
## ....................................................................................................
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## Completing Iteration 38 (approx. per word bound = -4.037, relative change = 5.561e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
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## Completing Iteration 39 (approx. per word bound = -4.035, relative change = 4.700e-04) 
## ....................................................................................................
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## Completing Iteration 40 (approx. per word bound = -4.033, relative change = 4.767e-04) 
## Topic 1: kurd, soldier, five, die, turk 
##  Topic 2: four, kill, ten, villag, member 
##  Topic 3: attack, one, dead, offici, civilian 
##  Topic 4: turkey, six, roj, se, kurdish-rel 
##  Topic 5: kill, rebel, seven, fight, politika 
##  Topic 6: ankara, kill, terrorist, f, clash 
##  Topic 7: three, pkk, bomb, polic, wound 
##  Topic 8: turkish, twenti, leav, clash, twenty-six 
##  Topic 9: kurdish, clash, two, troop, violenc 
##  Topic 10: r, rebel, say, dead, troop 
##  Topic 11: --, kill, european, secur, armi 
##  Topic 12: forc, --, defens, people’, peopl 
##  Topic 13: milit, turkish, iraq, pkk, kill 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 41 (approx. per word bound = -4.031, relative change = 5.037e-04) 
## ....................................................................................................
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## Completing Iteration 42 (approx. per word bound = -4.029, relative change = 5.074e-04) 
## ....................................................................................................
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## Completing Iteration 43 (approx. per word bound = -4.027, relative change = 5.149e-04) 
## ....................................................................................................
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## Completing Iteration 44 (approx. per word bound = -4.025, relative change = 4.566e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 45 (approx. per word bound = -4.023, relative change = 4.762e-04) 
## Topic 1: kurd, soldier, five, die, turk 
##  Topic 2: kill, four, ten, villag, member 
##  Topic 3: attack, one, dead, offici, civilian 
##  Topic 4: turkey, six, roj, se, kurdish-rel 
##  Topic 5: kill, rebel, seven, fight, politika 
##  Topic 6: ankara, kill, terrorist, f, clash 
##  Topic 7: three, pkk, bomb, polic, wound 
##  Topic 8: turkish, twenti, twenty-six, twenty-thre, clash 
##  Topic 9: kurdish, clash, two, troop, violenc 
##  Topic 10: r, rebel, say, troop, dead 
##  Topic 11: --, kill, european, soldier, secur 
##  Topic 12: --, forc, defens, people’, peopl 
##  Topic 13: milit, turkish, iraq, pkk, kill 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 46 (approx. per word bound = -4.021, relative change = 5.424e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 47 (approx. per word bound = -4.019, relative change = 3.946e-04) 
## ....................................................................................................
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## Completing Iteration 48 (approx. per word bound = -4.018, relative change = 3.394e-04) 
## ....................................................................................................
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## Completing Iteration 49 (approx. per word bound = -4.017, relative change = 3.302e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 50 (approx. per word bound = -4.015, relative change = 3.220e-04) 
## Topic 1: kurd, soldier, die, five, turk 
##  Topic 2: kill, four, ten, villag, member 
##  Topic 3: attack, one, dead, offici, civilian 
##  Topic 4: turkey, six, roj, se, kurdish-rel 
##  Topic 5: kill, rebel, seven, fight, politika 
##  Topic 6: ankara, kill, terrorist, f, clash 
##  Topic 7: three, pkk, bomb, polic, wound 
##  Topic 8: turkish, twenti, twenty-six, twenty-thre, clash 
##  Topic 9: kurdish, clash, two, troop, violenc 
##  Topic 10: r, rebel, say, troop, dead 
##  Topic 11: --, kill, soldier, european, secur 
##  Topic 12: --, forc, defens, people’, peopl 
##  Topic 13: milit, turkish, iraq, kill, pkk 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -4.014, relative change = 3.134e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 52 (approx. per word bound = -4.013, relative change = 3.207e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 53 (approx. per word bound = -4.011, relative change = 3.311e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 54 (approx. per word bound = -4.010, relative change = 3.259e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 55 (approx. per word bound = -4.009, relative change = 3.059e-04) 
## Topic 1: kurd, soldier, die, five, turk 
##  Topic 2: kill, four, ten, villag, member 
##  Topic 3: attack, one, dead, offici, civilian 
##  Topic 4: turkey, six, roj, kurdish-rel, kurdish-link 
##  Topic 5: kill, rebel, seven, fight, politika 
##  Topic 6: ankara, kill, terrorist, clash, f 
##  Topic 7: three, pkk, bomb, polic, wound 
##  Topic 8: turkish, twenti, twenty-six, twenty-thre, base 
##  Topic 9: kurdish, clash, two, troop, violenc 
##  Topic 10: r, rebel, say, troop, dead 
##  Topic 11: --, kill, soldier, european, rebel 
##  Topic 12: --, forc, defens, people’, peopl 
##  Topic 13: milit, turkish, iraq, kill, pkk 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 56 (approx. per word bound = -4.008, relative change = 2.867e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 57 (approx. per word bound = -4.007, relative change = 2.736e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 58 (approx. per word bound = -4.006, relative change = 2.589e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 59 (approx. per word bound = -4.005, relative change = 2.446e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 60 (approx. per word bound = -4.004, relative change = 2.331e-04) 
## Topic 1: kurd, soldier, die, five, turk 
##  Topic 2: kill, four, ten, villag, member 
##  Topic 3: attack, one, dead, offici, civilian 
##  Topic 4: turkey, six, roj, violenc, kurdish-rel 
##  Topic 5: kill, rebel, seven, fight, politika 
##  Topic 6: ankara, kill, terrorist, clash, f 
##  Topic 7: three, pkk, bomb, polic, wound 
##  Topic 8: turkish, twenti, twenty-six, twenty-thre, forc 
##  Topic 9: kurdish, clash, two, troop, violenc 
##  Topic 10: r, rebel, troop, say, dead 
##  Topic 11: --, kill, soldier, european, rebel 
##  Topic 12: --, forc, defens, people’, peopl 
##  Topic 13: milit, turkish, iraq, --, kill 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 61 (approx. per word bound = -4.003, relative change = 2.370e-04) 
## ....................................................................................................
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## Completing Iteration 62 (approx. per word bound = -4.002, relative change = 2.497e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 63 (approx. per word bound = -4.001, relative change = 2.323e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 64 (approx. per word bound = -4.000, relative change = 2.082e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 65 (approx. per word bound = -3.999, relative change = 2.020e-04) 
## Topic 1: kurd, soldier, die, five, turk 
##  Topic 2: kill, four, ten, villag, peopl 
##  Topic 3: attack, one, dead, offici, civilian 
##  Topic 4: turkey, six, violenc, roj, kurdish-rel 
##  Topic 5: kill, rebel, seven, fight, politika 
##  Topic 6: ankara, kill, terrorist, clash, f 
##  Topic 7: three, pkk, bomb, polic, wound 
##  Topic 8: turkish, twenti, twenty-six, forc, twenty-thre 
##  Topic 9: kurdish, clash, two, kill, troop 
##  Topic 10: r, rebel, troop, say, dead 
##  Topic 11: --, kill, soldier, european, rebel 
##  Topic 12: --, forc, defens, people’, peopl 
##  Topic 13: milit, turkish, --, iraq, kill 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 66 (approx. per word bound = -3.998, relative change = 2.024e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 67 (approx. per word bound = -3.998, relative change = 2.054e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 68 (approx. per word bound = -3.997, relative change = 2.083e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 69 (approx. per word bound = -3.996, relative change = 2.080e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 70 (approx. per word bound = -3.995, relative change = 2.040e-04) 
## Topic 1: kurd, soldier, die, five, turk 
##  Topic 2: kill, four, villag, peopl, member 
##  Topic 3: attack, one, dead, offici, civilian 
##  Topic 4: turkey, violenc, six, roj, kurdish-rel 
##  Topic 5: kill, rebel, seven, fight, politika 
##  Topic 6: ankara, kill, terrorist, clash, turkish 
##  Topic 7: three, pkk, bomb, polic, wound 
##  Topic 8: turkish, twenti, forc, twenty-six, twenty-thre 
##  Topic 9: kurdish, clash, two, kill, troop 
##  Topic 10: r, rebel, troop, say, dead 
##  Topic 11: --, kill, soldier, european, rebel 
##  Topic 12: --, forc, defens, people’, peopl 
##  Topic 13: milit, turkish, --, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 71 (approx. per word bound = -3.994, relative change = 2.241e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 72 (approx. per word bound = -3.993, relative change = 2.429e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 73 (approx. per word bound = -3.993, relative change = 1.560e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 74 (approx. per word bound = -3.992, relative change = 1.439e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 75 (approx. per word bound = -3.991, relative change = 1.356e-04) 
## Topic 1: kurd, soldier, die, five, turk 
##  Topic 2: kill, four, villag, peopl, member 
##  Topic 3: attack, one, dead, offici, civilian 
##  Topic 4: turkey, violenc, six, roj, kurdish-rel 
##  Topic 5: kill, rebel, fight, seven, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: three, pkk, bomb, polic, wound 
##  Topic 8: turkish, twenti, forc, twenty-six, base 
##  Topic 9: kurdish, clash, kill, two, troop 
##  Topic 10: r, rebel, troop, say, dead 
##  Topic 11: --, kill, soldier, european, rebel 
##  Topic 12: --, forc, defens, people’, peopl 
##  Topic 13: --, turkish, milit, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 76 (approx. per word bound = -3.991, relative change = 1.300e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 77 (approx. per word bound = -3.990, relative change = 1.269e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 78 (approx. per word bound = -3.990, relative change = 1.307e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 79 (approx. per word bound = -3.989, relative change = 1.530e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 80 (approx. per word bound = -3.989, relative change = 1.651e-04) 
## Topic 1: kurd, soldier, die, five, turk 
##  Topic 2: kill, four, villag, peopl, member 
##  Topic 3: attack, one, dead, offici, civilian 
##  Topic 4: turkey, violenc, six, roj, kurdish-rel 
##  Topic 5: kill, rebel, fight, seven, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: three, pkk, bomb, polic, wound 
##  Topic 8: turkish, forc, twenti, twenty-six, base 
##  Topic 9: kurdish, clash, kill, two, troop 
##  Topic 10: r, rebel, troop, say, dead 
##  Topic 11: --, kill, soldier, european, rebel 
##  Topic 12: --, forc, defens, people’, peopl 
##  Topic 13: --, turkish, milit, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 81 (approx. per word bound = -3.988, relative change = 1.444e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 82 (approx. per word bound = -3.988, relative change = 1.514e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 83 (approx. per word bound = -3.987, relative change = 1.620e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 84 (approx. per word bound = -3.986, relative change = 1.659e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 85 (approx. per word bound = -3.986, relative change = 1.573e-04) 
## Topic 1: kurd, soldier, die, five, turk 
##  Topic 2: kill, four, villag, peopl, member 
##  Topic 3: attack, one, dead, offici, civilian 
##  Topic 4: turkey, violenc, six, roj, kurdish-rel 
##  Topic 5: kill, rebel, fight, seven, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: three, pkk, bomb, polic, wound 
##  Topic 8: turkish, forc, twenti, twenty-six, base 
##  Topic 9: kurdish, clash, kill, two, eight 
##  Topic 10: r, rebel, troop, say, dead 
##  Topic 11: --, kill, soldier, european, rebel 
##  Topic 12: --, forc, defens, people’, peopl 
##  Topic 13: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 86 (approx. per word bound = -3.985, relative change = 1.499e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 87 (approx. per word bound = -3.984, relative change = 2.063e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 88 (approx. per word bound = -3.983, relative change = 3.004e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 89 (approx. per word bound = -3.982, relative change = 1.242e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 90 (approx. per word bound = -3.982, relative change = 1.245e-04) 
## Topic 1: kurd, soldier, die, five, turk 
##  Topic 2: kill, four, villag, peopl, member 
##  Topic 3: attack, one, dead, offici, civilian 
##  Topic 4: turkey, violenc, six, roj, kurdish-rel 
##  Topic 5: kill, rebel, fight, seven, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: three, pkk, bomb, polic, wound 
##  Topic 8: turkish, forc, twenti, twenty-six, base 
##  Topic 9: kurdish, clash, kill, two, eight 
##  Topic 10: r, rebel, troop, say, dead 
##  Topic 11: --, soldier, kill, european, rebel 
##  Topic 12: --, forc, defens, people’, peopl 
##  Topic 13: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 91 (approx. per word bound = -3.981, relative change = 1.265e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 92 (approx. per word bound = -3.981, relative change = 1.280e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 93 (approx. per word bound = -3.980, relative change = 1.279e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 94 (approx. per word bound = -3.980, relative change = 1.287e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 95 (approx. per word bound = -3.979, relative change = 1.455e-04) 
## Topic 1: kurd, soldier, die, five, turk 
##  Topic 2: kill, four, villag, peopl, member 
##  Topic 3: attack, one, dead, offici, civilian 
##  Topic 4: turkey, violenc, six, roj, kurdish-rel 
##  Topic 5: kill, rebel, fight, seven, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: three, pkk, bomb, polic, wound 
##  Topic 8: turkish, forc, twenti, twenty-six, base 
##  Topic 9: kurdish, kill, clash, two, eight 
##  Topic 10: r, rebel, troop, say, dead 
##  Topic 11: --, soldier, kill, european, rebel 
##  Topic 12: --, forc, defens, people’, peopl 
##  Topic 13: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 96 (approx. per word bound = -3.979, relative change = 1.830e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 97 (approx. per word bound = -3.978, relative change = 1.418e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 98 (approx. per word bound = -3.978, relative change = 7.909e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 99 (approx. per word bound = -3.977, relative change = 6.999e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 100 (approx. per word bound = -3.977, relative change = 6.341e-05) 
## Topic 1: kurd, soldier, die, five, turk 
##  Topic 2: kill, four, villag, peopl, member 
##  Topic 3: attack, one, dead, offici, civilian 
##  Topic 4: turkey, violenc, six, roj, kurdish-rel 
##  Topic 5: kill, rebel, fight, seven, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: three, pkk, bomb, polic, wound 
##  Topic 8: turkish, forc, twenti, twenty-six, base 
##  Topic 9: kurdish, kill, clash, two, eight 
##  Topic 10: r, rebel, troop, say, dead 
##  Topic 11: --, soldier, kill, european, rebel 
##  Topic 12: --, forc, defens, people’, peopl 
##  Topic 13: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 101 (approx. per word bound = -3.977, relative change = 6.015e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 102 (approx. per word bound = -3.977, relative change = 5.753e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 103 (approx. per word bound = -3.977, relative change = 5.659e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 104 (approx. per word bound = -3.976, relative change = 5.649e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 105 (approx. per word bound = -3.976, relative change = 5.759e-05) 
## Topic 1: kurd, soldier, die, five, turk 
##  Topic 2: kill, four, villag, peopl, member 
##  Topic 3: attack, one, dead, offici, civilian 
##  Topic 4: turkey, violenc, six, roj, kurdish-rel 
##  Topic 5: kill, rebel, fight, seven, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: three, pkk, bomb, polic, wound 
##  Topic 8: turkish, forc, twenti, twenty-six, base 
##  Topic 9: kurdish, kill, clash, two, eight 
##  Topic 10: r, rebel, troop, say, dead 
##  Topic 11: --, soldier, kill, european, rebel 
##  Topic 12: --, forc, defens, people’, peopl 
##  Topic 13: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 106 (approx. per word bound = -3.976, relative change = 5.859e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 107 (approx. per word bound = -3.976, relative change = 5.783e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 108 (approx. per word bound = -3.975, relative change = 5.779e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 109 (approx. per word bound = -3.975, relative change = 5.737e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 110 (approx. per word bound = -3.975, relative change = 8.791e-05) 
## Topic 1: kurd, soldier, die, five, turk 
##  Topic 2: kill, four, villag, peopl, member 
##  Topic 3: attack, one, dead, offici, civilian 
##  Topic 4: turkey, violenc, six, roj, kurdish-rel 
##  Topic 5: kill, rebel, seven, fight, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: three, pkk, bomb, polic, wound 
##  Topic 8: turkish, forc, twenti, twenty-six, base 
##  Topic 9: kurdish, kill, clash, two, troop 
##  Topic 10: r, rebel, troop, say, kill 
##  Topic 11: --, soldier, kill, european, rebel 
##  Topic 12: --, forc, defens, people’, peopl 
##  Topic 13: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 111 (approx. per word bound = -3.974, relative change = 1.404e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 112 (approx. per word bound = -3.974, relative change = 6.562e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 113 (approx. per word bound = -3.974, relative change = 4.886e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 114 (approx. per word bound = -3.974, relative change = 4.729e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 115 (approx. per word bound = -3.973, relative change = 4.659e-05) 
## Topic 1: kurd, soldier, die, five, turk 
##  Topic 2: kill, four, villag, peopl, member 
##  Topic 3: attack, one, dead, offici, civilian 
##  Topic 4: turkey, violenc, six, roj, kurdish-rel 
##  Topic 5: kill, rebel, seven, fight, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: three, pkk, bomb, polic, wound 
##  Topic 8: turkish, forc, twenti, twenty-six, base 
##  Topic 9: kurdish, kill, clash, two, troop 
##  Topic 10: r, rebel, troop, say, kill 
##  Topic 11: --, soldier, kill, european, two 
##  Topic 12: --, forc, defens, people’, peopl 
##  Topic 13: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 116 (approx. per word bound = -3.973, relative change = 4.378e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 117 (approx. per word bound = -3.973, relative change = 4.198e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 118 (approx. per word bound = -3.973, relative change = 4.132e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 119 (approx. per word bound = -3.973, relative change = 4.245e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 120 (approx. per word bound = -3.973, relative change = 4.704e-05) 
## Topic 1: kurd, soldier, die, five, turk 
##  Topic 2: kill, four, villag, peopl, member 
##  Topic 3: attack, one, dead, offici, civilian 
##  Topic 4: turkey, violenc, six, roj, kurdish-rel 
##  Topic 5: kill, rebel, seven, fight, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: three, pkk, bomb, polic, wound 
##  Topic 8: turkish, forc, twenti, twenty-six, base 
##  Topic 9: kurdish, kill, clash, two, troop 
##  Topic 10: r, rebel, troop, say, kill 
##  Topic 11: --, soldier, kill, european, two 
##  Topic 12: --, forc, defens, people’, peopl 
##  Topic 13: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 121 (approx. per word bound = -3.972, relative change = 5.243e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 122 (approx. per word bound = -3.972, relative change = 5.088e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 123 (approx. per word bound = -3.972, relative change = 4.389e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 124 (approx. per word bound = -3.972, relative change = 4.130e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 125 (approx. per word bound = -3.972, relative change = 4.132e-05) 
## Topic 1: kurd, soldier, die, five, turk 
##  Topic 2: kill, four, villag, peopl, member 
##  Topic 3: attack, one, dead, offici, civilian 
##  Topic 4: turkey, violenc, six, roj, kurdish-rel 
##  Topic 5: rebel, kill, seven, fight, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: three, pkk, bomb, polic, wound 
##  Topic 8: turkish, forc, twenti, twenty-six, base 
##  Topic 9: kurdish, kill, clash, two, troop 
##  Topic 10: r, rebel, troop, say, kill 
##  Topic 11: --, soldier, kill, european, two 
##  Topic 12: --, forc, defens, people’, peopl 
##  Topic 13: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 126 (approx. per word bound = -3.971, relative change = 4.100e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 127 (approx. per word bound = -3.971, relative change = 4.103e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 128 (approx. per word bound = -3.971, relative change = 4.139e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 129 (approx. per word bound = -3.971, relative change = 4.183e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 130 (approx. per word bound = -3.971, relative change = 4.184e-05) 
## Topic 1: kurd, soldier, die, five, turk 
##  Topic 2: kill, four, villag, peopl, member 
##  Topic 3: attack, one, dead, offici, civilian 
##  Topic 4: turkey, violenc, six, roj, kurdish-rel 
##  Topic 5: rebel, kill, seven, fight, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: three, pkk, bomb, polic, wound 
##  Topic 8: turkish, forc, twenti, twenty-six, twenty-f 
##  Topic 9: kurdish, kill, clash, two, troop 
##  Topic 10: r, rebel, troop, say, kill 
##  Topic 11: --, soldier, kill, european, two 
##  Topic 12: --, forc, defens, people’, peopl 
##  Topic 13: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 131 (approx. per word bound = -3.971, relative change = 4.076e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 132 (approx. per word bound = -3.970, relative change = 3.935e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 133 (approx. per word bound = -3.970, relative change = 3.980e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 134 (approx. per word bound = -3.970, relative change = 4.084e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 135 (approx. per word bound = -3.970, relative change = 4.336e-05) 
## Topic 1: kurd, soldier, die, five, turk 
##  Topic 2: kill, four, villag, peopl, member 
##  Topic 3: attack, one, dead, offici, civilian 
##  Topic 4: turkey, violenc, six, roj, kurdish-rel 
##  Topic 5: rebel, kill, seven, fight, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: three, pkk, bomb, polic, wound 
##  Topic 8: turkish, forc, twenti, twenty-six, twenty-f 
##  Topic 9: kurdish, kill, clash, two, troop 
##  Topic 10: r, rebel, troop, kill, say 
##  Topic 11: --, soldier, kill, european, two 
##  Topic 12: --, forc, defens, people’, peopl 
##  Topic 13: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 136 (approx. per word bound = -3.970, relative change = 4.614e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 137 (approx. per word bound = -3.970, relative change = 4.724e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 138 (approx. per word bound = -3.969, relative change = 4.586e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 139 (approx. per word bound = -3.969, relative change = 4.779e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 140 (approx. per word bound = -3.969, relative change = 5.002e-05) 
## Topic 1: kurd, soldier, die, five, turk 
##  Topic 2: kill, four, villag, peopl, member 
##  Topic 3: attack, one, dead, offici, civilian 
##  Topic 4: turkey, violenc, six, roj, kurdish-rel 
##  Topic 5: rebel, kill, fight, seven, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: three, pkk, bomb, polic, wound 
##  Topic 8: turkish, forc, twenti, twenty-six, twenty-f 
##  Topic 9: kurdish, kill, clash, two, troop 
##  Topic 10: r, rebel, troop, kill, say 
##  Topic 11: --, soldier, kill, european, two 
##  Topic 12: --, forc, defens, people’, peopl 
##  Topic 13: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 141 (approx. per word bound = -3.969, relative change = 5.290e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 142 (approx. per word bound = -3.969, relative change = 5.637e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 143 (approx. per word bound = -3.968, relative change = 5.814e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 144 (approx. per word bound = -3.968, relative change = 6.120e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 145 (approx. per word bound = -3.968, relative change = 6.214e-05) 
## Topic 1: kurd, soldier, die, five, turk 
##  Topic 2: kill, four, villag, peopl, member 
##  Topic 3: attack, one, dead, offici, civilian 
##  Topic 4: turkey, violenc, six, roj, kurdish-rel 
##  Topic 5: rebel, kill, fight, seven, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: three, pkk, bomb, polic, wound 
##  Topic 8: turkish, forc, twenti, twenty-six, twenty-f 
##  Topic 9: kurdish, kill, clash, two, troop 
##  Topic 10: r, rebel, troop, kill, say 
##  Topic 11: --, soldier, kill, european, two 
##  Topic 12: --, forc, defens, people’, peopl 
##  Topic 13: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 146 (approx. per word bound = -3.968, relative change = 6.214e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 147 (approx. per word bound = -3.967, relative change = 5.753e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 148 (approx. per word bound = -3.967, relative change = 5.558e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 149 (approx. per word bound = -3.967, relative change = 5.367e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 150 (approx. per word bound = -3.967, relative change = 5.109e-05) 
## Topic 1: kurd, soldier, die, five, turk 
##  Topic 2: kill, four, villag, peopl, member 
##  Topic 3: attack, one, dead, offici, civilian 
##  Topic 4: turkey, violenc, six, roj, kurdish-rel 
##  Topic 5: rebel, kill, fight, seven, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: three, pkk, bomb, polic, wound 
##  Topic 8: turkish, forc, twenti, twenty-six, twenty-f 
##  Topic 9: kurdish, kill, clash, two, troop 
##  Topic 10: r, rebel, kill, troop, say 
##  Topic 11: --, soldier, kill, european, two 
##  Topic 12: --, forc, defens, people’, peopl 
##  Topic 13: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 151 (approx. per word bound = -3.967, relative change = 4.846e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 152 (approx. per word bound = -3.966, relative change = 4.526e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 153 (approx. per word bound = -3.966, relative change = 4.428e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 154 (approx. per word bound = -3.966, relative change = 4.571e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 155 (approx. per word bound = -3.966, relative change = 5.030e-05) 
## Topic 1: kurd, soldier, die, five, turk 
##  Topic 2: kill, four, villag, peopl, member 
##  Topic 3: attack, one, dead, offici, civilian 
##  Topic 4: turkey, violenc, six, roj, kurdish-rel 
##  Topic 5: rebel, kill, fight, seven, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: three, pkk, bomb, polic, wound 
##  Topic 8: turkish, forc, twenti, twenty-six, twenty-f 
##  Topic 9: kurdish, kill, clash, two, troop 
##  Topic 10: r, rebel, kill, troop, say 
##  Topic 11: --, soldier, kill, european, two 
##  Topic 12: --, forc, defens, people’, peopl 
##  Topic 13: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 156 (approx. per word bound = -3.966, relative change = 5.954e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 157 (approx. per word bound = -3.965, relative change = 7.451e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 158 (approx. per word bound = -3.965, relative change = 9.934e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 159 (approx. per word bound = -3.965, relative change = 6.690e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ..............
##   Recovering initialization...
##      ..................
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -5.071) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.770, relative change = 5.942e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.603, relative change = 3.490e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.496, relative change = 2.332e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.426, relative change = 1.568e-02) 
## Topic 1: pkk, bomb, forc, strike, sep 
##  Topic 2: kurdish, troop, violenc, seven, least 
##  Topic 3: forc, people’, defens, blast, offici 
##  Topic 4: two, attack, dead, milit, guerrilla 
##  Topic 5: turkish, kill, ankara, secur, rebel 
##  Topic 6: kill, soldier, one, rebel, turkish 
##  Topic 7: armi, provinc, near, kill, soldier 
##  Topic 8: three, milit, pkk, polic, militari 
##  Topic 9: turkey, rebel, kurd, terrorist, f 
##  Topic 10: eight, peopl, wound, kill, turk 
##  Topic 11: defens, oper, eur, explos, landmin 
##  Topic 12: r, kill, clash, say, secur 
##  Topic 13: --, kill, turkish, peopl, soldier 
##  Topic 14: clash, iraq, ankara, death, forc 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.373, relative change = 1.183e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.334, relative change = 8.964e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.302, relative change = 7.298e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.275, relative change = 6.274e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.255, relative change = 4.895e-03) 
## Topic 1: pkk, bomb, strike, iraqi, sep 
##  Topic 2: kurdish, troop, violenc, seven, least 
##  Topic 3: forc, defens, people’, blast, offici 
##  Topic 4: two, attack, dead, guerrilla, offic 
##  Topic 5: turkish, kill, ankara, secur, rebel 
##  Topic 6: soldier, kill, turkish, one, rebel 
##  Topic 7: armi, provinc, kill, near, turkish 
##  Topic 8: milit, three, pkk, kill, european 
##  Topic 9: turkey, rebel, kurd, terrorist, f 
##  Topic 10: eight, turk, fight, peopl, wound 
##  Topic 11: defens, peopl, oper, eur, explos 
##  Topic 12: r, kill, say, clash, conflict 
##  Topic 13: --, kill, turkish, sputnik, car 
##  Topic 14: clash, iraq, ankara, death, region 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 11 (approx. per word bound = -4.237, relative change = 4.047e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 12 (approx. per word bound = -4.223, relative change = 3.387e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 13 (approx. per word bound = -4.209, relative change = 3.335e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 14 (approx. per word bound = -4.196, relative change = 3.153e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.183, relative change = 2.996e-03) 
## Topic 1: bomb, strike, pkk, iraqi, apr 
##  Topic 2: kurdish, troop, violenc, seven, least 
##  Topic 3: forc, defens, people’, --, offici 
##  Topic 4: two, attack, dead, guerrilla, offic 
##  Topic 5: turkish, kill, ankara, secur, oper 
##  Topic 6: soldier, kill, turkish, one, wound 
##  Topic 7: armi, turkish, provinc, kill, near 
##  Topic 8: milit, pkk, three, kill, european 
##  Topic 9: turkey, rebel, kurd, terrorist, f 
##  Topic 10: eight, turk, fight, terörist, etkisiz 
##  Topic 11: peopl, defens, --, eur, oper 
##  Topic 12: r, kill, say, conflict, clash 
##  Topic 13: --, turkish, kill, sputnik, cr 
##  Topic 14: clash, iraq, region, curfew, syria 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 16 (approx. per word bound = -4.171, relative change = 2.879e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 17 (approx. per word bound = -4.160, relative change = 2.519e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 18 (approx. per word bound = -4.151, relative change = 2.163e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 19 (approx. per word bound = -4.144, relative change = 1.778e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 20 (approx. per word bound = -4.137, relative change = 1.670e-03) 
## Topic 1: bomb, strike, pkk, iraqi, apr 
##  Topic 2: kurdish, troop, violenc, seven, least 
##  Topic 3: forc, defens, people’, --, view 
##  Topic 4: two, attack, dead, guerrilla, offic 
##  Topic 5: turkish, kill, ankara, secur, anatolia 
##  Topic 6: soldier, kill, turkish, one, wound 
##  Topic 7: armi, turkish, oper, provinc, near 
##  Topic 8: kill, milit, pkk, three, european 
##  Topic 9: turkey, rebel, kurd, terrorist, f 
##  Topic 10: eight, turk, fight, terörist, etkisiz 
##  Topic 11: peopl, --, defens, eur, thirteen 
##  Topic 12: r, kill, say, kurd, rebel 
##  Topic 13: --, turkish, kill, sputnik, cr 
##  Topic 14: clash, iraq, region, syria, forty-on 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.130, relative change = 1.627e-03) 
## ....................................................................................................
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## Completing Iteration 22 (approx. per word bound = -4.123, relative change = 1.742e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 23 (approx. per word bound = -4.115, relative change = 2.036e-03) 
## ....................................................................................................
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## Completing Iteration 24 (approx. per word bound = -4.105, relative change = 2.309e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 25 (approx. per word bound = -4.095, relative change = 2.431e-03) 
## Topic 1: bomb, iraq, strike, pkk, iraqi 
##  Topic 2: kurdish, troop, violenc, seven, least 
##  Topic 3: forc, defens, people’, --, view 
##  Topic 4: two, attack, dead, guerrilla, offic 
##  Topic 5: turkish, kill, ankara, secur, terrorist 
##  Topic 6: soldier, kill, turkish, one, wound 
##  Topic 7: armi, turkish, oper, provinc, near 
##  Topic 8: kill, milit, pkk, three, european 
##  Topic 9: turkey, rebel, kurd, terrorist, five 
##  Topic 10: eight, turk, fight, terörist, etkisiz 
##  Topic 11: peopl, --, defens, eur, ÅŸehit 
##  Topic 12: r, kill, kurd, say, rebel 
##  Topic 13: --, turkish, kill, turkey, sputnik 
##  Topic 14: clash, iraq, region, forty-on, almost 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 26 (approx. per word bound = -4.086, relative change = 2.338e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 27 (approx. per word bound = -4.078, relative change = 2.028e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 28 (approx. per word bound = -4.071, relative change = 1.716e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 29 (approx. per word bound = -4.064, relative change = 1.545e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 30 (approx. per word bound = -4.059, relative change = 1.296e-03) 
## Topic 1: iraq, bomb, pkk, strike, iraqi 
##  Topic 2: kurdish, troop, violenc, seven, turkey 
##  Topic 3: forc, defens, people’, --, view 
##  Topic 4: two, attack, dead, guerrilla, offic 
##  Topic 5: turkish, kill, ankara, terrorist, secur 
##  Topic 6: soldier, kill, turkish, one, wound 
##  Topic 7: armi, turkish, oper, provinc, near 
##  Topic 8: kill, milit, three, pkk, european 
##  Topic 9: rebel, turkey, kurd, five, four 
##  Topic 10: eight, turk, fight, terörist, etkisiz 
##  Topic 11: peopl, --, defens, eur, ÅŸehit 
##  Topic 12: r, kill, kurd, say, conflict 
##  Topic 13: --, turkish, kill, turkey, secur 
##  Topic 14: clash, region, forty-on, nine, abettor 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -4.054, relative change = 1.135e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -4.050, relative change = 1.003e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -4.047, relative change = 9.024e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -4.043, relative change = 8.236e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -4.040, relative change = 7.840e-04) 
## Topic 1: iraq, bomb, pkk, strike, air 
##  Topic 2: kurdish, troop, violenc, seven, turkey 
##  Topic 3: forc, defens, --, people’, view 
##  Topic 4: two, attack, dead, guerrilla, offic 
##  Topic 5: turkish, kill, ankara, terrorist, f 
##  Topic 6: soldier, kill, turkish, one, wound 
##  Topic 7: armi, turkish, oper, provinc, near 
##  Topic 8: kill, milit, pkk, three, european 
##  Topic 9: rebel, turkey, kurd, five, four 
##  Topic 10: eight, turk, fight, terörist, etkisiz 
##  Topic 11: peopl, --, defens, eur, ÅŸehit 
##  Topic 12: r, kill, kurd, say, conflict 
##  Topic 13: --, kill, turkish, turkey, secur 
##  Topic 14: clash, nine, region, forty-on, self 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -4.037, relative change = 7.815e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -4.034, relative change = 7.825e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -4.031, relative change = 7.549e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -4.028, relative change = 6.115e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -4.026, relative change = 5.251e-04) 
## Topic 1: iraq, bomb, pkk, strike, air 
##  Topic 2: kurdish, troop, violenc, seven, turkey 
##  Topic 3: forc, defens, --, people’, view 
##  Topic 4: two, attack, dead, offic, roj 
##  Topic 5: turkish, kill, ankara, terrorist, f 
##  Topic 6: soldier, kill, turkish, one, wound 
##  Topic 7: armi, turkish, oper, provinc, near 
##  Topic 8: kill, milit, pkk, three, european 
##  Topic 9: rebel, turkey, kurd, five, four 
##  Topic 10: eight, turk, fight, terörist, etkisiz 
##  Topic 11: peopl, --, defens, eur, ÅŸehit 
##  Topic 12: r, kill, kurd, say, conflict 
##  Topic 13: --, kill, turkish, turkey, secur 
##  Topic 14: clash, nine, region, forty-on, self 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -4.024, relative change = 5.125e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -4.022, relative change = 5.322e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -4.020, relative change = 5.313e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -4.018, relative change = 5.131e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -4.016, relative change = 4.453e-04) 
## Topic 1: iraq, bomb, pkk, strike, air 
##  Topic 2: kurdish, troop, violenc, seven, turkey 
##  Topic 3: forc, defens, --, people’, view 
##  Topic 4: two, attack, dead, offic, roj 
##  Topic 5: turkish, kill, ankara, terrorist, f 
##  Topic 6: soldier, kill, turkish, one, wound 
##  Topic 7: armi, turkish, oper, provinc, near 
##  Topic 8: kill, milit, pkk, three, turkish 
##  Topic 9: rebel, turkey, kurd, five, six 
##  Topic 10: eight, turk, fight, terörist, etkisiz 
##  Topic 11: peopl, --, defens, eur, ÅŸehit 
##  Topic 12: r, kill, kurd, say, conflict 
##  Topic 13: --, kill, turkey, turkish, secur 
##  Topic 14: clash, nine, region, forty-on, self 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -4.014, relative change = 3.875e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -4.013, relative change = 3.746e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -4.011, relative change = 4.309e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -4.009, relative change = 4.507e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -4.008, relative change = 4.087e-04) 
## Topic 1: iraq, bomb, turkish, pkk, strike 
##  Topic 2: kurdish, troop, violenc, seven, turkey 
##  Topic 3: forc, defens, --, people’, view 
##  Topic 4: two, attack, dead, offic, roj 
##  Topic 5: turkish, kill, ankara, terrorist, f 
##  Topic 6: soldier, turkish, kill, one, wound 
##  Topic 7: armi, turkish, oper, provinc, near 
##  Topic 8: kill, milit, pkk, three, turkish 
##  Topic 9: rebel, turkey, kurd, five, six 
##  Topic 10: eight, turk, fight, terörist, etkisiz 
##  Topic 11: peopl, --, defens, eur, ÅŸehit 
##  Topic 12: r, kill, kurd, say, conflict 
##  Topic 13: --, kill, turkey, secur, european 
##  Topic 14: clash, nine, region, forty-on, self 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -4.006, relative change = 3.906e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -4.005, relative change = 3.754e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -4.003, relative change = 3.718e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -4.002, relative change = 3.700e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -4.000, relative change = 3.824e-04) 
## Topic 1: iraq, turkish, bomb, pkk, strike 
##  Topic 2: kurdish, troop, violenc, seven, turkey 
##  Topic 3: forc, defens, --, people’, view 
##  Topic 4: two, attack, dead, offic, roj 
##  Topic 5: turkish, kill, ankara, terrorist, f 
##  Topic 6: soldier, turkish, kill, one, four 
##  Topic 7: armi, turkish, oper, provinc, near 
##  Topic 8: kill, milit, pkk, three, turkish 
##  Topic 9: rebel, turkey, kurd, five, die 
##  Topic 10: eight, turk, fight, terörist, etkisiz 
##  Topic 11: peopl, --, defens, eur, ÅŸehit 
##  Topic 12: r, kill, kurd, say, conflict 
##  Topic 13: --, kill, turkey, european, secur 
##  Topic 14: clash, nine, region, forty-on, self 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -3.999, relative change = 3.994e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 57 (approx. per word bound = -3.997, relative change = 3.763e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 58 (approx. per word bound = -3.996, relative change = 3.627e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 59 (approx. per word bound = -3.994, relative change = 3.725e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 60 (approx. per word bound = -3.993, relative change = 3.739e-04) 
## Topic 1: iraq, turkish, bomb, pkk, strike 
##  Topic 2: kurdish, troop, violenc, seven, turkey 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, dead, offic, roj 
##  Topic 5: turkish, kill, ankara, terrorist, f 
##  Topic 6: soldier, turkish, kill, one, three 
##  Topic 7: armi, turkish, oper, provinc, near 
##  Topic 8: kill, milit, pkk, turkish, say 
##  Topic 9: rebel, turkey, kurd, die, six 
##  Topic 10: eight, turk, fight, terörist, etkisiz 
##  Topic 11: peopl, --, eur, defens, ÅŸehit 
##  Topic 12: r, kill, kurd, say, conflict 
##  Topic 13: --, kill, turkey, european, secur 
##  Topic 14: clash, nine, region, forty-on, self 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 61 (approx. per word bound = -3.991, relative change = 3.559e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 62 (approx. per word bound = -3.990, relative change = 3.284e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 63 (approx. per word bound = -3.989, relative change = 3.296e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 64 (approx. per word bound = -3.987, relative change = 3.219e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 65 (approx. per word bound = -3.986, relative change = 2.986e-04) 
## Topic 1: iraq, turkish, bomb, pkk, strike 
##  Topic 2: kurdish, troop, violenc, turkey, seven 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, dead, offic, roj 
##  Topic 5: turkish, kill, ankara, terrorist, f 
##  Topic 6: soldier, turkish, kill, three, one 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: kill, milit, pkk, turkish, say 
##  Topic 9: rebel, turkey, kurd, die, five 
##  Topic 10: eight, turk, fight, terörist, etkisiz 
##  Topic 11: peopl, --, eur, defens, ÅŸehit 
##  Topic 12: r, kill, kurd, say, conflict 
##  Topic 13: --, kill, turkey, european, secur 
##  Topic 14: clash, nine, region, forty-on, self 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 66 (approx. per word bound = -3.985, relative change = 2.704e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 67 (approx. per word bound = -3.984, relative change = 2.468e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 68 (approx. per word bound = -3.983, relative change = 2.306e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 69 (approx. per word bound = -3.982, relative change = 2.225e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 70 (approx. per word bound = -3.981, relative change = 2.112e-04) 
## Topic 1: iraq, turkish, bomb, strike, pkk 
##  Topic 2: kurdish, troop, violenc, turkey, seven 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, dead, offic, roj 
##  Topic 5: turkish, kill, ankara, terrorist, f 
##  Topic 6: soldier, turkish, kill, three, one 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: kill, milit, pkk, say, turkish 
##  Topic 9: rebel, turkey, kurd, die, five 
##  Topic 10: eight, turk, fight, terörist, etkisiz 
##  Topic 11: peopl, --, eur, defens, forc 
##  Topic 12: r, kill, kurd, say, troop 
##  Topic 13: --, kill, european, turkey, secur 
##  Topic 14: clash, nine, region, forty-on, self 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 71 (approx. per word bound = -3.981, relative change = 2.083e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 72 (approx. per word bound = -3.980, relative change = 2.056e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 73 (approx. per word bound = -3.979, relative change = 1.951e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 74 (approx. per word bound = -3.978, relative change = 1.865e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 75 (approx. per word bound = -3.978, relative change = 1.801e-04) 
## Topic 1: iraq, turkish, bomb, strike, pkk 
##  Topic 2: kurdish, troop, violenc, turkey, seven 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, dead, offic, polic 
##  Topic 5: turkish, kill, ankara, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, one 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: kill, milit, pkk, say, militari 
##  Topic 9: rebel, turkey, kurd, die, five 
##  Topic 10: eight, turk, fight, terörist, etkisiz 
##  Topic 11: peopl, --, defens, eur, forc 
##  Topic 12: r, kill, kurd, say, troop 
##  Topic 13: --, kill, european, turkey, secur 
##  Topic 14: clash, nine, region, forty-on, self 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 76 (approx. per word bound = -3.977, relative change = 1.785e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 77 (approx. per word bound = -3.976, relative change = 1.753e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 78 (approx. per word bound = -3.975, relative change = 1.677e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 79 (approx. per word bound = -3.975, relative change = 1.657e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 80 (approx. per word bound = -3.974, relative change = 1.707e-04) 
## Topic 1: iraq, turkish, bomb, strike, pkk 
##  Topic 2: kurdish, turkey, violenc, troop, seven 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, dead, offic, polic 
##  Topic 5: turkish, kill, ankara, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, one 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: kill, milit, pkk, say, militari 
##  Topic 9: rebel, turkey, kurd, die, five 
##  Topic 10: eight, turk, fight, terörist, etkisiz 
##  Topic 11: peopl, --, defens, forc, eur 
##  Topic 12: r, kill, kurd, troop, say 
##  Topic 13: --, kill, european, turkey, secur 
##  Topic 14: clash, nine, region, forty-on, self 
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## Completing Iteration 81 (approx. per word bound = -3.973, relative change = 1.963e-04) 
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## Completing Iteration 82 (approx. per word bound = -3.973, relative change = 2.150e-04) 
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## Completing Iteration 83 (approx. per word bound = -3.972, relative change = 1.727e-04) 
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## Completing Iteration 84 (approx. per word bound = -3.971, relative change = 1.490e-04) 
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## Completing Iteration 85 (approx. per word bound = -3.971, relative change = 1.408e-04) 
## Topic 1: iraq, turkish, bomb, strike, air 
##  Topic 2: kurdish, turkey, violenc, troop, seven 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, dead, polic, offic 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, one 
##  Topic 7: armi, turkish, oper, provinc, near 
##  Topic 8: kill, milit, pkk, say, militari 
##  Topic 9: rebel, turkey, kurd, die, five 
##  Topic 10: eight, turk, fight, terörist, etkisiz 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, kill, kurd, troop, say 
##  Topic 13: --, kill, european, turkey, secur 
##  Topic 14: clash, nine, region, forty-on, self 
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## Completing Iteration 86 (approx. per word bound = -3.970, relative change = 1.411e-04) 
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## Completing Iteration 87 (approx. per word bound = -3.970, relative change = 1.474e-04) 
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## Completing Iteration 88 (approx. per word bound = -3.969, relative change = 1.607e-04) 
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## Completing Iteration 89 (approx. per word bound = -3.968, relative change = 1.814e-04) 
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## Completing Iteration 90 (approx. per word bound = -3.967, relative change = 2.092e-04) 
## Topic 1: iraq, turkish, strike, bomb, air 
##  Topic 2: kurdish, turkey, violenc, troop, seven 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, dead, polic, offic 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, one 
##  Topic 7: armi, turkish, oper, provinc, near 
##  Topic 8: kill, milit, pkk, say, militari 
##  Topic 9: rebel, turkey, kurd, die, five 
##  Topic 10: eight, turk, fight, terörist, etkisiz 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, kill, kurd, troop, say 
##  Topic 13: --, kill, european, turkey, secur 
##  Topic 14: clash, nine, region, forty-on, self 
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## Completing Iteration 91 (approx. per word bound = -3.966, relative change = 2.291e-04) 
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## Completing Iteration 92 (approx. per word bound = -3.966, relative change = 2.329e-04) 
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## Completing Iteration 93 (approx. per word bound = -3.965, relative change = 2.143e-04) 
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## Completing Iteration 94 (approx. per word bound = -3.964, relative change = 1.836e-04) 
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## Completing Iteration 95 (approx. per word bound = -3.963, relative change = 1.590e-04) 
## Topic 1: iraq, turkish, strike, air, pkk 
##  Topic 2: kurdish, turkey, violenc, troop, seven 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, dead, bomb, polic 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, one 
##  Topic 7: armi, turkish, oper, provinc, near 
##  Topic 8: milit, kill, pkk, say, militari 
##  Topic 9: rebel, turkey, kurd, die, five 
##  Topic 10: turk, eight, fight, terörist, etkisiz 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, kill, kurd, troop, say 
##  Topic 13: --, kill, european, turkey, secur 
##  Topic 14: clash, nine, region, forty-on, self 
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## Completing Iteration 96 (approx. per word bound = -3.963, relative change = 1.432e-04) 
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## Completing Iteration 97 (approx. per word bound = -3.962, relative change = 1.365e-04) 
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## Completing Iteration 98 (approx. per word bound = -3.962, relative change = 1.297e-04) 
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## Completing Iteration 99 (approx. per word bound = -3.961, relative change = 1.181e-04) 
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## Completing Iteration 100 (approx. per word bound = -3.961, relative change = 1.099e-04) 
## Topic 1: iraq, turkish, strike, air, pkk 
##  Topic 2: kurdish, turkey, violenc, troop, seven 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, dead, bomb, polic 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, one 
##  Topic 7: armi, turkish, oper, provinc, near 
##  Topic 8: milit, pkk, kill, say, militari 
##  Topic 9: rebel, turkey, kurd, die, five 
##  Topic 10: turk, eight, fight, terörist, etkisiz 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, kill, kurd, troop, say 
##  Topic 13: --, kill, european, turkey, secur 
##  Topic 14: clash, nine, region, forty-on, self 
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## Completing Iteration 101 (approx. per word bound = -3.960, relative change = 1.053e-04) 
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## Completing Iteration 102 (approx. per word bound = -3.960, relative change = 1.027e-04) 
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## Completing Iteration 103 (approx. per word bound = -3.960, relative change = 1.002e-04) 
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## Completing Iteration 104 (approx. per word bound = -3.959, relative change = 9.497e-05) 
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## Completing Iteration 105 (approx. per word bound = -3.959, relative change = 9.017e-05) 
## Topic 1: iraq, turkish, strike, air, pkk 
##  Topic 2: kurdish, turkey, violenc, seven, troop 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, dead, bomb, polic 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, one 
##  Topic 7: armi, turkish, oper, provinc, near 
##  Topic 8: milit, pkk, kill, say, militari 
##  Topic 9: rebel, turkey, kurd, die, five 
##  Topic 10: turk, eight, fight, terörist, etkisiz 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, kill, kurd, troop, say 
##  Topic 13: --, kill, european, turkey, secur 
##  Topic 14: clash, nine, region, forty-on, self 
## ....................................................................................................
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## Completing Iteration 106 (approx. per word bound = -3.958, relative change = 8.889e-05) 
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## Completing Iteration 107 (approx. per word bound = -3.958, relative change = 8.985e-05) 
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## Completing Iteration 108 (approx. per word bound = -3.958, relative change = 8.901e-05) 
## ....................................................................................................
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## Completing Iteration 109 (approx. per word bound = -3.957, relative change = 8.780e-05) 
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## Completing Iteration 110 (approx. per word bound = -3.957, relative change = 9.146e-05) 
## Topic 1: iraq, turkish, strike, air, pkk 
##  Topic 2: kurdish, turkey, violenc, seven, troop 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, dead, bomb, polic 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, one 
##  Topic 7: armi, turkish, oper, provinc, near 
##  Topic 8: milit, pkk, kill, say, militari 
##  Topic 9: rebel, turkey, kurd, die, five 
##  Topic 10: turk, eight, fight, terörist, etkisiz 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, kill, kurd, troop, say 
##  Topic 13: --, kill, european, turkey, secur 
##  Topic 14: clash, nine, region, forty-on, self 
## ....................................................................................................
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## Completing Iteration 111 (approx. per word bound = -3.957, relative change = 9.402e-05) 
## ....................................................................................................
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## Completing Iteration 112 (approx. per word bound = -3.956, relative change = 9.219e-05) 
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## Completing Iteration 113 (approx. per word bound = -3.956, relative change = 9.597e-05) 
## ....................................................................................................
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## Completing Iteration 114 (approx. per word bound = -3.955, relative change = 1.121e-04) 
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## Completing Iteration 115 (approx. per word bound = -3.955, relative change = 1.386e-04) 
## Topic 1: iraq, turkish, strike, air, pkk 
##  Topic 2: kurdish, turkey, violenc, seven, troop 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, dead, bomb, polic 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, one 
##  Topic 7: armi, turkish, oper, provinc, near 
##  Topic 8: milit, pkk, kill, say, militari 
##  Topic 9: rebel, turkey, kurd, die, five 
##  Topic 10: turk, eight, fight, --, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, kill, kurd, troop, say 
##  Topic 13: --, kill, european, turkey, secur 
##  Topic 14: clash, nine, region, forty-on, self 
## ....................................................................................................
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## Completing Iteration 116 (approx. per word bound = -3.954, relative change = 1.545e-04) 
## ....................................................................................................
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## Completing Iteration 117 (approx. per word bound = -3.954, relative change = 1.333e-04) 
## ....................................................................................................
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## Completing Iteration 118 (approx. per word bound = -3.953, relative change = 9.647e-05) 
## ....................................................................................................
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## Completing Iteration 119 (approx. per word bound = -3.953, relative change = 8.046e-05) 
## ....................................................................................................
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## Completing Iteration 120 (approx. per word bound = -3.953, relative change = 7.901e-05) 
## Topic 1: iraq, turkish, strike, air, pkk 
##  Topic 2: kurdish, turkey, violenc, seven, troop 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, dead, bomb, polic 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, one 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: milit, pkk, kill, say, militari 
##  Topic 9: rebel, turkey, kurd, die, five 
##  Topic 10: turk, eight, fight, --, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, kill, kurd, troop, say 
##  Topic 13: --, kill, european, turkey, secur 
##  Topic 14: clash, nine, region, forty-on, self 
## ....................................................................................................
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## Completing Iteration 121 (approx. per word bound = -3.952, relative change = 8.336e-05) 
## ....................................................................................................
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## Completing Iteration 122 (approx. per word bound = -3.952, relative change = 9.365e-05) 
## ....................................................................................................
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## Completing Iteration 123 (approx. per word bound = -3.952, relative change = 1.085e-04) 
## ....................................................................................................
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## Completing Iteration 124 (approx. per word bound = -3.951, relative change = 1.118e-04) 
## ....................................................................................................
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## Completing Iteration 125 (approx. per word bound = -3.951, relative change = 1.096e-04) 
## Topic 1: iraq, turkish, strike, air, pkk 
##  Topic 2: kurdish, turkey, violenc, seven, troop 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, dead, bomb, polic 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, one 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: milit, pkk, kill, militari, say 
##  Topic 9: rebel, turkey, kurd, die, five 
##  Topic 10: turk, eight, fight, --, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, kill, kurd, troop, say 
##  Topic 13: --, kill, european, turkey, secur 
##  Topic 14: clash, nine, region, forty-on, casualti 
## ....................................................................................................
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## Completing Iteration 126 (approx. per word bound = -3.950, relative change = 1.066e-04) 
## ....................................................................................................
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## Completing Iteration 127 (approx. per word bound = -3.950, relative change = 1.005e-04) 
## ....................................................................................................
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## Completing Iteration 128 (approx. per word bound = -3.950, relative change = 9.402e-05) 
## ....................................................................................................
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## Completing Iteration 129 (approx. per word bound = -3.949, relative change = 8.516e-05) 
## ....................................................................................................
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## Completing Iteration 130 (approx. per word bound = -3.949, relative change = 6.868e-05) 
## Topic 1: iraq, turkish, strike, air, pkk 
##  Topic 2: kurdish, turkey, violenc, seven, troop 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, dead, polic 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, one 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: milit, pkk, kill, militari, say 
##  Topic 9: rebel, turkey, kurd, die, kill 
##  Topic 10: turk, eight, fight, --, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, kill, kurd, troop, say 
##  Topic 13: --, kill, european, turkey, secur 
##  Topic 14: clash, nine, region, forty-on, casualti 
## ....................................................................................................
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## Completing Iteration 131 (approx. per word bound = -3.949, relative change = 7.010e-05) 
## ....................................................................................................
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## Completing Iteration 132 (approx. per word bound = -3.948, relative change = 7.286e-05) 
## ....................................................................................................
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## Completing Iteration 133 (approx. per word bound = -3.948, relative change = 7.086e-05) 
## ....................................................................................................
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## Completing Iteration 134 (approx. per word bound = -3.948, relative change = 6.996e-05) 
## ....................................................................................................
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## Completing Iteration 135 (approx. per word bound = -3.948, relative change = 7.713e-05) 
## Topic 1: iraq, turkish, strike, air, pkk 
##  Topic 2: kurdish, turkey, violenc, seven, troop 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, dead 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, one 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: milit, pkk, kill, militari, say 
##  Topic 9: rebel, turkey, kurd, kill, die 
##  Topic 10: turk, eight, fight, --, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, kill, kurd, troop, say 
##  Topic 13: --, kill, european, turkey, secur 
##  Topic 14: clash, nine, region, forty-on, casualti 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 136 (approx. per word bound = -3.947, relative change = 8.040e-05) 
## ....................................................................................................
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## Completing Iteration 137 (approx. per word bound = -3.947, relative change = 8.775e-05) 
## ....................................................................................................
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## Completing Iteration 138 (approx. per word bound = -3.947, relative change = 7.964e-05) 
## ....................................................................................................
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## Completing Iteration 139 (approx. per word bound = -3.946, relative change = 6.803e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 140 (approx. per word bound = -3.946, relative change = 6.654e-05) 
## Topic 1: iraq, turkish, strike, air, pkk 
##  Topic 2: kurdish, turkey, violenc, seven, troop 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, dead 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, one 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: milit, pkk, kill, militari, say 
##  Topic 9: rebel, turkey, kurd, kill, die 
##  Topic 10: turk, eight, fight, --, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, kill, kurd, troop, say 
##  Topic 13: --, kill, european, turkey, secur 
##  Topic 14: clash, nine, region, forty-on, casualti 
## ....................................................................................................
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## Completing Iteration 141 (approx. per word bound = -3.946, relative change = 6.744e-05) 
## ....................................................................................................
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## Completing Iteration 142 (approx. per word bound = -3.946, relative change = 6.779e-05) 
## ....................................................................................................
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## Completing Iteration 143 (approx. per word bound = -3.945, relative change = 6.777e-05) 
## ....................................................................................................
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## Completing Iteration 144 (approx. per word bound = -3.945, relative change = 6.751e-05) 
## ....................................................................................................
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## Completing Iteration 145 (approx. per word bound = -3.945, relative change = 6.659e-05) 
## Topic 1: iraq, turkish, strike, air, pkk 
##  Topic 2: kurdish, turkey, seven, violenc, troop 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, dead 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, one 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, turkey, kill, kurd, die 
##  Topic 10: turk, eight, fight, --, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, kill, kurd, troop, say 
##  Topic 13: --, kill, european, turkey, secur 
##  Topic 14: clash, nine, region, forty-on, casualti 
## ....................................................................................................
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## Completing Iteration 146 (approx. per word bound = -3.944, relative change = 6.520e-05) 
## ....................................................................................................
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## Completing Iteration 147 (approx. per word bound = -3.944, relative change = 6.464e-05) 
## ....................................................................................................
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## Completing Iteration 148 (approx. per word bound = -3.944, relative change = 6.403e-05) 
## ....................................................................................................
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## Completing Iteration 149 (approx. per word bound = -3.944, relative change = 6.044e-05) 
## ....................................................................................................
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## Completing Iteration 150 (approx. per word bound = -3.944, relative change = 5.539e-05) 
## Topic 1: iraq, turkish, strike, pkk, air 
##  Topic 2: kurdish, turkey, seven, troop, violenc 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, dead 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, one 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, turkey, kill, kurd, die 
##  Topic 10: turk, eight, fight, --, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, kill, kurd, troop, turkey 
##  Topic 13: --, kill, european, turkey, secur 
##  Topic 14: clash, nine, region, forty-on, casualti 
## ....................................................................................................
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## Completing Iteration 151 (approx. per word bound = -3.943, relative change = 5.287e-05) 
## ....................................................................................................
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## Completing Iteration 152 (approx. per word bound = -3.943, relative change = 5.224e-05) 
## ....................................................................................................
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## Completing Iteration 153 (approx. per word bound = -3.943, relative change = 5.202e-05) 
## ....................................................................................................
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## Completing Iteration 154 (approx. per word bound = -3.943, relative change = 5.202e-05) 
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## Completing Iteration 155 (approx. per word bound = -3.942, relative change = 5.395e-05) 
## Topic 1: iraq, turkish, strike, pkk, air 
##  Topic 2: kurdish, turkey, seven, troop, violenc 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, dead 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, one 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, turkey, kill, kurd, die 
##  Topic 10: turk, eight, fight, --, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, kill, kurd, troop, turkey 
##  Topic 13: --, kill, european, turkey, secur 
##  Topic 14: clash, nine, region, forty-on, casualti 
## ....................................................................................................
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## Completing Iteration 156 (approx. per word bound = -3.942, relative change = 5.461e-05) 
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## Completing Iteration 157 (approx. per word bound = -3.942, relative change = 6.359e-05) 
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## Completing Iteration 158 (approx. per word bound = -3.942, relative change = 7.174e-05) 
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## Completing Iteration 159 (approx. per word bound = -3.941, relative change = 7.288e-05) 
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## Completing Iteration 160 (approx. per word bound = -3.941, relative change = 6.609e-05) 
## Topic 1: iraq, turkish, strike, pkk, kill 
##  Topic 2: kurdish, turkey, troop, seven, violenc 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, dead 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, one 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, turkey, kurd, die 
##  Topic 10: turk, eight, fight, --, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, kill, kurd, turkey, troop 
##  Topic 13: --, kill, european, turkey, secur 
##  Topic 14: clash, nine, region, forty-on, casualti 
## ....................................................................................................
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## Completing Iteration 161 (approx. per word bound = -3.941, relative change = 6.799e-05) 
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## Completing Iteration 162 (approx. per word bound = -3.941, relative change = 6.871e-05) 
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## Completing Iteration 165 (approx. per word bound = -3.940, relative change = 7.765e-05) 
## Topic 1: iraq, turkish, strike, pkk, kill 
##  Topic 2: kurdish, turkey, troop, seven, violenc 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, dead 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, turkey, kurd, die 
##  Topic 10: turk, eight, fight, --, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, kill, kurd, turkey, troop 
##  Topic 13: --, kill, european, turkey, secur 
##  Topic 14: clash, nine, region, forty-on, casualti 
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## Completing Iteration 166 (approx. per word bound = -3.939, relative change = 7.850e-05) 
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## Completing Iteration 168 (approx. per word bound = -3.939, relative change = 7.512e-05) 
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## Completing Iteration 170 (approx. per word bound = -3.938, relative change = 6.948e-05) 
## Topic 1: iraq, turkish, --, kill, pkk 
##  Topic 2: kurdish, turkey, troop, seven, violenc 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, dead 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, turkey, kurd, die 
##  Topic 10: turk, eight, fight, --, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, kill, kurd, turkey, troop 
##  Topic 13: --, kill, european, turkey, secur 
##  Topic 14: clash, nine, region, forty-on, forty-six 
## ....................................................................................................
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## Completing Iteration 171 (approx. per word bound = -3.938, relative change = 6.594e-05) 
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## Completing Iteration 172 (approx. per word bound = -3.938, relative change = 6.290e-05) 
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## Completing Iteration 175 (approx. per word bound = -3.937, relative change = 5.160e-05) 
## Topic 1: iraq, turkish, --, kill, pkk 
##  Topic 2: kurdish, turkey, troop, seven, violenc 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, dead 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, turkey, kurd, die 
##  Topic 10: turk, eight, fight, --, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, kill, kurd, turkey, troop 
##  Topic 13: --, kill, european, turkey, secur 
##  Topic 14: clash, nine, region, forty-on, forty-six 
## ....................................................................................................
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## Completing Iteration 176 (approx. per word bound = -3.937, relative change = 3.988e-05) 
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## Completing Iteration 177 (approx. per word bound = -3.937, relative change = 3.497e-05) 
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## Completing Iteration 178 (approx. per word bound = -3.937, relative change = 3.388e-05) 
## ....................................................................................................
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## Completing Iteration 179 (approx. per word bound = -3.937, relative change = 3.397e-05) 
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## Completing Iteration 180 (approx. per word bound = -3.936, relative change = 3.626e-05) 
## Topic 1: iraq, turkish, --, kill, pkk 
##  Topic 2: kurdish, turkey, troop, seven, violenc 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, dead 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, turkey, kurd, die 
##  Topic 10: turk, eight, fight, --, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, kill, kurd, turkey, troop 
##  Topic 13: --, kill, turkey, european, secur 
##  Topic 14: clash, nine, region, forty-on, forty-six 
## ....................................................................................................
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## Completing Iteration 181 (approx. per word bound = -3.936, relative change = 3.236e-05) 
## ....................................................................................................
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## Completing Iteration 182 (approx. per word bound = -3.936, relative change = 3.214e-05) 
## ....................................................................................................
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## Completing Iteration 183 (approx. per word bound = -3.936, relative change = 3.206e-05) 
## ....................................................................................................
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## Completing Iteration 184 (approx. per word bound = -3.936, relative change = 3.361e-05) 
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## Completing Iteration 185 (approx. per word bound = -3.936, relative change = 3.551e-05) 
## Topic 1: iraq, turkish, --, kill, pkk 
##  Topic 2: kurdish, turkey, troop, seven, violenc 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, dead 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, kurd, turkey, die 
##  Topic 10: turk, eight, fight, --, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, kill, turkey, kurd, troop 
##  Topic 13: --, kill, turkey, european, secur 
##  Topic 14: clash, nine, region, forty-on, forty-six 
## ....................................................................................................
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## Completing Iteration 186 (approx. per word bound = -3.936, relative change = 3.659e-05) 
## ....................................................................................................
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## Completing Iteration 187 (approx. per word bound = -3.935, relative change = 3.689e-05) 
## ....................................................................................................
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## Completing Iteration 188 (approx. per word bound = -3.935, relative change = 3.789e-05) 
## ....................................................................................................
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## Completing Iteration 189 (approx. per word bound = -3.935, relative change = 3.481e-05) 
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## Completing Iteration 190 (approx. per word bound = -3.935, relative change = 2.860e-05) 
## Topic 1: iraq, turkish, --, kill, pkk 
##  Topic 2: kurdish, turkey, troop, seven, violenc 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, dead 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, kurd, turkey, die 
##  Topic 10: turk, eight, fight, --, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, kill, turkey, kurd, troop 
##  Topic 13: --, kill, turkey, european, secur 
##  Topic 14: clash, nine, region, forty-on, forty-six 
## ....................................................................................................
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## Completing Iteration 191 (approx. per word bound = -3.935, relative change = 2.402e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 192 (approx. per word bound = -3.935, relative change = 2.215e-05) 
## ....................................................................................................
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## Completing Iteration 193 (approx. per word bound = -3.935, relative change = 2.195e-05) 
## ....................................................................................................
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## Completing Iteration 194 (approx. per word bound = -3.935, relative change = 2.219e-05) 
## ....................................................................................................
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## Completing Iteration 195 (approx. per word bound = -3.935, relative change = 2.233e-05) 
## Topic 1: iraq, turkish, --, kill, pkk 
##  Topic 2: kurdish, turkey, troop, seven, violenc 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, dead 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, kurd, turkey, die 
##  Topic 10: turk, eight, fight, --, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, turkey, kill, kurd, troop 
##  Topic 13: --, kill, turkey, european, secur 
##  Topic 14: clash, nine, region, forty-on, forty-six 
## ....................................................................................................
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## Completing Iteration 196 (approx. per word bound = -3.935, relative change = 2.109e-05) 
## ....................................................................................................
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## Completing Iteration 197 (approx. per word bound = -3.934, relative change = 1.998e-05) 
## ....................................................................................................
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## Completing Iteration 198 (approx. per word bound = -3.934, relative change = 2.025e-05) 
## ....................................................................................................
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## Completing Iteration 199 (approx. per word bound = -3.934, relative change = 2.098e-05) 
## ....................................................................................................
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## Completing Iteration 200 (approx. per word bound = -3.934, relative change = 2.217e-05) 
## Topic 1: iraq, turkish, --, kill, pkk 
##  Topic 2: kurdish, turkey, troop, seven, violenc 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, wound 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, kurd, turkey, die 
##  Topic 10: turk, eight, fight, --, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, turkey, kill, kurd, troop 
##  Topic 13: --, kill, turkey, european, secur 
##  Topic 14: clash, nine, region, forty-on, forty-six 
## ....................................................................................................
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## Completing Iteration 201 (approx. per word bound = -3.934, relative change = 2.343e-05) 
## ....................................................................................................
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## Completing Iteration 202 (approx. per word bound = -3.934, relative change = 2.461e-05) 
## ....................................................................................................
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## Completing Iteration 203 (approx. per word bound = -3.934, relative change = 2.434e-05) 
## ....................................................................................................
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## Completing Iteration 204 (approx. per word bound = -3.934, relative change = 2.473e-05) 
## ....................................................................................................
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## Completing Iteration 205 (approx. per word bound = -3.934, relative change = 2.546e-05) 
## Topic 1: iraq, turkish, --, kill, pkk 
##  Topic 2: kurdish, turkey, troop, seven, violenc 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, wound 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, kurd, turkey, die 
##  Topic 10: turk, eight, fight, --, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, turkey, kill, kurd, troop 
##  Topic 13: --, kill, turkey, european, secur 
##  Topic 14: clash, nine, region, forty-on, forty-six 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 206 (approx. per word bound = -3.934, relative change = 2.652e-05) 
## ....................................................................................................
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## Completing Iteration 207 (approx. per word bound = -3.934, relative change = 2.741e-05) 
## ....................................................................................................
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## Completing Iteration 208 (approx. per word bound = -3.933, relative change = 2.764e-05) 
## ....................................................................................................
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## Completing Iteration 209 (approx. per word bound = -3.933, relative change = 2.588e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 210 (approx. per word bound = -3.933, relative change = 2.518e-05) 
## Topic 1: iraq, turkish, --, kill, pkk 
##  Topic 2: kurdish, turkey, troop, seven, violenc 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, wound 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, kurd, die, turkey 
##  Topic 10: turk, eight, fight, --, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, turkey, kurd, kill, troop 
##  Topic 13: --, kill, turkey, european, secur 
##  Topic 14: clash, nine, forty-on, region, day 
## ....................................................................................................
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## Completing Iteration 211 (approx. per word bound = -3.933, relative change = 2.441e-05) 
## ....................................................................................................
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## Completing Iteration 212 (approx. per word bound = -3.933, relative change = 2.394e-05) 
## ....................................................................................................
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## Completing Iteration 213 (approx. per word bound = -3.933, relative change = 2.362e-05) 
## ....................................................................................................
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## Completing Iteration 214 (approx. per word bound = -3.933, relative change = 2.334e-05) 
## ....................................................................................................
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## Completing Iteration 215 (approx. per word bound = -3.933, relative change = 2.486e-05) 
## Topic 1: iraq, --, turkish, kill, pkk 
##  Topic 2: kurdish, turkey, troop, seven, violenc 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, wound 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, kurd, die, turkey 
##  Topic 10: turk, eight, fight, --, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, turkey, kurd, kill, troop 
##  Topic 13: --, kill, turkey, european, secur 
##  Topic 14: clash, nine, forty-on, region, day 
## ....................................................................................................
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## Completing Iteration 216 (approx. per word bound = -3.933, relative change = 2.865e-05) 
## ....................................................................................................
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## Completing Iteration 217 (approx. per word bound = -3.932, relative change = 3.024e-05) 
## ....................................................................................................
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## Completing Iteration 218 (approx. per word bound = -3.932, relative change = 2.771e-05) 
## ....................................................................................................
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## Completing Iteration 219 (approx. per word bound = -3.932, relative change = 2.804e-05) 
## ....................................................................................................
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## Completing Iteration 220 (approx. per word bound = -3.932, relative change = 2.850e-05) 
## Topic 1: iraq, --, turkish, kill, pkk 
##  Topic 2: kurdish, turkey, troop, seven, five 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, wound 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, kurd, die, turkey 
##  Topic 10: turk, eight, fight, --, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, turkey, kurd, kill, troop 
##  Topic 13: --, kill, turkey, european, secur 
##  Topic 14: clash, nine, forty-on, region, recent 
## ....................................................................................................
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## Completing Iteration 221 (approx. per word bound = -3.932, relative change = 2.852e-05) 
## ....................................................................................................
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## Completing Iteration 222 (approx. per word bound = -3.932, relative change = 2.617e-05) 
## ....................................................................................................
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## Completing Iteration 223 (approx. per word bound = -3.932, relative change = 2.353e-05) 
## ....................................................................................................
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## Completing Iteration 224 (approx. per word bound = -3.932, relative change = 2.167e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 225 (approx. per word bound = -3.932, relative change = 2.114e-05) 
## Topic 1: iraq, --, turkish, kill, pkk 
##  Topic 2: kurdish, turkey, troop, seven, five 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, wound 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, kurd, die, six 
##  Topic 10: turk, eight, fight, --, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, turkey, kurd, kill, troop 
##  Topic 13: --, kill, turkey, european, secur 
##  Topic 14: clash, nine, forty-on, region, detain 
## ....................................................................................................
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## Completing Iteration 226 (approx. per word bound = -3.932, relative change = 1.891e-05) 
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## Completing Iteration 230 (approx. per word bound = -3.931, relative change = 1.598e-05) 
## Topic 1: iraq, --, turkish, kill, pkk 
##  Topic 2: kurdish, turkey, troop, seven, five 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, wound 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, kurd, die, six 
##  Topic 10: turk, eight, fight, --, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, turkey, kurd, kill, troop 
##  Topic 13: --, kill, turkey, european, secur 
##  Topic 14: clash, nine, forty-on, region, detain 
## ....................................................................................................
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## Completing Iteration 231 (approx. per word bound = -3.931, relative change = 1.697e-05) 
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## Completing Iteration 232 (approx. per word bound = -3.931, relative change = 1.777e-05) 
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## Completing Iteration 235 (approx. per word bound = -3.931, relative change = 2.645e-05) 
## Topic 1: iraq, --, turkish, kill, pkk 
##  Topic 2: kurdish, turkey, troop, seven, five 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, wound 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, kurd, die, six 
##  Topic 10: turk, eight, fight, --, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, turkey, kurd, kill, troop 
##  Topic 13: --, kill, turkey, european, secur 
##  Topic 14: clash, nine, forty-on, detain, region 
## ....................................................................................................
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## Completing Iteration 236 (approx. per word bound = -3.931, relative change = 3.613e-05) 
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## Completing Iteration 237 (approx. per word bound = -3.931, relative change = 2.903e-05) 
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## Completing Iteration 240 (approx. per word bound = -3.930, relative change = 1.584e-05) 
## Topic 1: iraq, --, turkish, kill, pkk 
##  Topic 2: kurdish, turkey, troop, seven, five 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, wound 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, kurd, die, six 
##  Topic 10: turk, eight, fight, --, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, turkey, kurd, kill, troop 
##  Topic 13: --, turkey, kill, european, secur 
##  Topic 14: clash, nine, forty-on, detain, region 
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## Completing Iteration 241 (approx. per word bound = -3.930, relative change = 2.181e-05) 
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## Completing Iteration 245 (approx. per word bound = -3.930, relative change = 1.280e-05) 
## Topic 1: iraq, --, turkish, kill, pkk 
##  Topic 2: kurdish, turkey, troop, five, seven 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, wound 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, kurd, die, six 
##  Topic 10: turk, eight, fight, --, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, turkey, kurd, kill, troop 
##  Topic 13: --, turkey, kill, european, secur 
##  Topic 14: clash, nine, forty-on, detain, region 
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## Completing Iteration 250 (approx. per word bound = -3.930, relative change = 1.107e-05) 
## Topic 1: iraq, --, turkish, kill, pkk 
##  Topic 2: kurdish, turkey, troop, five, seven 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, wound 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, kurd, die, six 
##  Topic 10: turk, eight, fight, --, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, turkey, kurd, kill, troop 
##  Topic 13: --, turkey, kill, european, secur 
##  Topic 14: clash, nine, forty-on, detain, region 
## ....................................................................................................
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## Completing Iteration 251 (approx. per word bound = -3.930, relative change = 1.031e-05) 
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## Completing Iteration 252 (approx. per word bound = -3.930, relative change = 1.052e-05) 
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## Completing Iteration 253 (approx. per word bound = -3.930, relative change = 1.109e-05) 
## ....................................................................................................
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## Completing Iteration 254 (approx. per word bound = -3.930, relative change = 1.158e-05) 
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## Completing Iteration 255 (approx. per word bound = -3.930, relative change = 1.182e-05) 
## Topic 1: iraq, --, turkish, kill, pkk 
##  Topic 2: kurdish, turkey, five, troop, seven 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, wound 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, kurd, die, dead 
##  Topic 10: turk, eight, fight, --, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, turkey, kurd, kill, troop 
##  Topic 13: --, turkey, kill, european, secur 
##  Topic 14: clash, nine, forty-on, detain, separatist 
## ....................................................................................................
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## Completing Iteration 256 (approx. per word bound = -3.930, relative change = 1.247e-05) 
## ....................................................................................................
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## Completing Iteration 257 (approx. per word bound = -3.930, relative change = 1.395e-05) 
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## Completing Iteration 258 (approx. per word bound = -3.930, relative change = 1.438e-05) 
## ....................................................................................................
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## Completing Iteration 259 (approx. per word bound = -3.929, relative change = 1.311e-05) 
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## Completing Iteration 260 (approx. per word bound = -3.929, relative change = 1.123e-05) 
## Topic 1: iraq, --, turkish, kill, pkk 
##  Topic 2: kurdish, turkey, five, troop, seven 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, wound 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, kurd, die, dead 
##  Topic 10: turk, eight, --, fight, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, turkey, kurd, kill, troop 
##  Topic 13: --, turkey, kill, european, secur 
##  Topic 14: clash, nine, forty-on, separatist, detain 
## ....................................................................................................
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## Completing Iteration 261 (approx. per word bound = -3.929, relative change = 1.019e-05) 
## ....................................................................................................
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## Completing Iteration 262 (approx. per word bound = -3.929, relative change = 1.013e-05) 
## ....................................................................................................
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## Completing Iteration 263 (approx. per word bound = -3.929, relative change = 1.003e-05) 
## ....................................................................................................
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## Completing Iteration 264 (approx. per word bound = -3.929, relative change = 1.035e-05) 
## ....................................................................................................
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## Completing Iteration 265 (approx. per word bound = -3.929, relative change = 1.043e-05) 
## Topic 1: iraq, --, turkish, kill, pkk 
##  Topic 2: kurdish, turkey, five, troop, seven 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, wound 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, kurd, die, dead 
##  Topic 10: turk, eight, --, fight, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, turkey, kurd, kill, troop 
##  Topic 13: --, turkey, kill, european, secur 
##  Topic 14: clash, nine, separatist, forty-on, detain 
## ....................................................................................................
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## Completing Iteration 266 (approx. per word bound = -3.929, relative change = 1.094e-05) 
## ....................................................................................................
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## Completing Iteration 267 (approx. per word bound = -3.929, relative change = 1.119e-05) 
## ....................................................................................................
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## Completing Iteration 268 (approx. per word bound = -3.929, relative change = 1.169e-05) 
## ....................................................................................................
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## Completing Iteration 269 (approx. per word bound = -3.929, relative change = 1.188e-05) 
## ....................................................................................................
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## Completing Iteration 270 (approx. per word bound = -3.929, relative change = 1.232e-05) 
## Topic 1: iraq, --, turkish, kill, pkk 
##  Topic 2: kurdish, turkey, five, troop, seven 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, wound 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, kurd, dead, die 
##  Topic 10: turk, --, eight, fight, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, turkey, kurd, kill, troop 
##  Topic 13: --, turkey, kill, european, secur 
##  Topic 14: clash, nine, separatist, forty-on, detain 
## ....................................................................................................
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## Completing Iteration 271 (approx. per word bound = -3.929, relative change = 1.232e-05) 
## ....................................................................................................
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## Completing Iteration 272 (approx. per word bound = -3.929, relative change = 1.251e-05) 
## ....................................................................................................
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## Completing Iteration 273 (approx. per word bound = -3.929, relative change = 1.288e-05) 
## ....................................................................................................
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## Completing Iteration 274 (approx. per word bound = -3.929, relative change = 1.337e-05) 
## ....................................................................................................
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## Completing Iteration 275 (approx. per word bound = -3.929, relative change = 1.382e-05) 
## Topic 1: iraq, --, turkish, kill, pkk 
##  Topic 2: kurdish, turkey, five, troop, seven 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, wound 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, kurd, dead, die 
##  Topic 10: turk, --, eight, fight, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, turkey, kurd, kill, troop 
##  Topic 13: --, turkey, kill, european, secur 
##  Topic 14: clash, nine, separatist, forty-on, detain 
## ....................................................................................................
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## Completing Iteration 276 (approx. per word bound = -3.929, relative change = 1.296e-05) 
## ....................................................................................................
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## Completing Iteration 277 (approx. per word bound = -3.929, relative change = 1.179e-05) 
## ....................................................................................................
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## Completing Iteration 278 (approx. per word bound = -3.929, relative change = 1.145e-05) 
## ....................................................................................................
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## Completing Iteration 279 (approx. per word bound = -3.929, relative change = 1.116e-05) 
## ....................................................................................................
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## Completing Iteration 280 (approx. per word bound = -3.929, relative change = 1.134e-05) 
## Topic 1: iraq, --, turkish, kill, pkk 
##  Topic 2: kurdish, turkey, five, troop, seven 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, wound 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, kurd, dead, turkish 
##  Topic 10: turk, --, eight, fight, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, turkey, kurd, kill, troop 
##  Topic 13: --, turkey, kill, european, secur 
##  Topic 14: clash, nine, separatist, forty-on, detain 
## ....................................................................................................
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## Completing Iteration 281 (approx. per word bound = -3.928, relative change = 1.125e-05) 
## ....................................................................................................
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## Completing Iteration 282 (approx. per word bound = -3.928, relative change = 1.143e-05) 
## ....................................................................................................
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## Completing Iteration 283 (approx. per word bound = -3.928, relative change = 1.189e-05) 
## ....................................................................................................
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## Completing Iteration 284 (approx. per word bound = -3.928, relative change = 1.209e-05) 
## ....................................................................................................
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## Completing Iteration 285 (approx. per word bound = -3.928, relative change = 1.284e-05) 
## Topic 1: iraq, --, turkish, kill, pkk 
##  Topic 2: kurdish, turkey, five, troop, seven 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, wound 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, kurd, dead, turkish 
##  Topic 10: turk, --, eight, fight, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, turkey, kurd, kill, troop 
##  Topic 13: --, turkey, kill, european, secur 
##  Topic 14: clash, nine, separatist, forty-on, detain 
## ....................................................................................................
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## Completing Iteration 286 (approx. per word bound = -3.928, relative change = 1.380e-05) 
## ....................................................................................................
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## Completing Iteration 287 (approx. per word bound = -3.928, relative change = 1.505e-05) 
## ....................................................................................................
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## Completing Iteration 288 (approx. per word bound = -3.928, relative change = 1.455e-05) 
## ....................................................................................................
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## Completing Iteration 289 (approx. per word bound = -3.928, relative change = 1.340e-05) 
## ....................................................................................................
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## Completing Iteration 290 (approx. per word bound = -3.928, relative change = 1.264e-05) 
## Topic 1: iraq, --, turkish, kill, pkk 
##  Topic 2: kurdish, turkey, five, troop, seven 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, wound 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, kurd, dead, turkish 
##  Topic 10: turk, --, eight, fight, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, turkey, kurd, kill, troop 
##  Topic 13: --, turkey, kill, european, secur 
##  Topic 14: clash, nine, separatist, forty-on, detain 
## ....................................................................................................
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## Completing Iteration 291 (approx. per word bound = -3.928, relative change = 1.347e-05) 
## ....................................................................................................
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## Completing Iteration 292 (approx. per word bound = -3.928, relative change = 1.434e-05) 
## ....................................................................................................
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## Completing Iteration 293 (approx. per word bound = -3.928, relative change = 1.507e-05) 
## ....................................................................................................
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## Completing Iteration 294 (approx. per word bound = -3.928, relative change = 1.607e-05) 
## ....................................................................................................
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## Completing Iteration 295 (approx. per word bound = -3.928, relative change = 1.579e-05) 
## Topic 1: iraq, --, turkish, kill, pkk 
##  Topic 2: kurdish, turkey, five, troop, seven 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, wound 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, kurd, turkish, dead 
##  Topic 10: turk, --, eight, fight, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, turkey, kill, kurd, troop 
##  Topic 13: --, turkey, kill, european, secur 
##  Topic 14: clash, nine, separatist, forty-on, detain 
## ....................................................................................................
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## Completing Iteration 296 (approx. per word bound = -3.928, relative change = 1.509e-05) 
## ....................................................................................................
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## Completing Iteration 297 (approx. per word bound = -3.928, relative change = 1.500e-05) 
## ....................................................................................................
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## Completing Iteration 298 (approx. per word bound = -3.928, relative change = 1.567e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 299 (approx. per word bound = -3.927, relative change = 1.494e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 300 (approx. per word bound = -3.927, relative change = 1.474e-05) 
## Topic 1: iraq, --, turkish, kill, pkk 
##  Topic 2: kurdish, turkey, five, troop, seven 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, wound 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, kurd, turkish, dead 
##  Topic 10: turk, --, eight, fight, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, turkey, kill, kurd, troop 
##  Topic 13: --, turkey, kill, european, secur 
##  Topic 14: clash, nine, separatist, forty-on, detain 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 301 (approx. per word bound = -3.927, relative change = 1.523e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 302 (approx. per word bound = -3.927, relative change = 1.750e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 303 (approx. per word bound = -3.927, relative change = 1.642e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 304 (approx. per word bound = -3.927, relative change = 1.757e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 305 (approx. per word bound = -3.927, relative change = 2.098e-05) 
## Topic 1: iraq, --, turkish, kill, pkk 
##  Topic 2: kurdish, turkey, five, troop, seven 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, wound 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, kurd, turkish, dead 
##  Topic 10: turk, --, eight, fight, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, turkey, kill, kurd, troop 
##  Topic 13: --, turkey, kill, european, secur 
##  Topic 14: clash, nine, separatist, forty-on, turkish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 306 (approx. per word bound = -3.927, relative change = 3.294e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 307 (approx. per word bound = -3.927, relative change = 4.115e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 308 (approx. per word bound = -3.927, relative change = 2.267e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 309 (approx. per word bound = -3.927, relative change = 1.599e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 310 (approx. per word bound = -3.927, relative change = 2.040e-05) 
## Topic 1: iraq, --, turkish, kill, pkk 
##  Topic 2: kurdish, turkey, five, kill, seven 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, wound 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, kurd, turkish, dead 
##  Topic 10: turk, --, fight, eight, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, turkey, kill, kurd, troop 
##  Topic 13: --, turkey, kill, european, secur 
##  Topic 14: clash, nine, separatist, forty-on, turkish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 311 (approx. per word bound = -3.926, relative change = 1.539e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 312 (approx. per word bound = -3.926, relative change = 1.319e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 313 (approx. per word bound = -3.926, relative change = 1.208e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 314 (approx. per word bound = -3.926, relative change = 1.129e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 315 (approx. per word bound = -3.926, relative change = 1.096e-05) 
## Topic 1: iraq, --, turkish, kill, pkk 
##  Topic 2: kurdish, turkey, five, kill, seven 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, wound 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, kurd, turkish, dead 
##  Topic 10: turk, --, fight, eight, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, turkey, kill, kurd, troop 
##  Topic 13: --, turkey, kill, european, secur 
##  Topic 14: clash, nine, separatist, forty-on, turkish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 316 (approx. per word bound = -3.926, relative change = 1.088e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 317 (approx. per word bound = -3.926, relative change = 1.002e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 318 (approx. per word bound = -3.926, relative change = 1.009e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 319 (approx. per word bound = -3.926, relative change = 1.036e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 320 (approx. per word bound = -3.926, relative change = 1.036e-05) 
## Topic 1: iraq, --, turkish, kill, pkk 
##  Topic 2: kurdish, turkey, kill, five, seven 
##  Topic 3: forc, --, defens, people’, view 
##  Topic 4: two, attack, bomb, polic, wound 
##  Topic 5: turkish, ankara, kill, terrorist, f 
##  Topic 6: turkish, soldier, kill, three, four 
##  Topic 7: turkish, armi, oper, provinc, near 
##  Topic 8: pkk, milit, kill, militari, say 
##  Topic 9: rebel, kill, kurd, turkish, dead 
##  Topic 10: turk, --, fight, eight, terörist 
##  Topic 11: peopl, --, forc, defens, eur 
##  Topic 12: r, turkey, kill, kurd, troop 
##  Topic 13: --, turkey, kill, european, secur 
##  Topic 14: clash, nine, separatist, turkish, forty-on 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 321 (approx. per word bound = -3.926, relative change = 1.001e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 322 (approx. per word bound = -3.926, relative change = 1.022e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ...............
##   Recovering initialization...
##      ..................
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -5.060) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.745, relative change = 6.233e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.577, relative change = 3.524e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.468, relative change = 2.384e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.391, relative change = 1.741e-02) 
## Topic 1: clash, soldier, terrorist, blast, militari 
##  Topic 2: kurdish, troop, kill, sixteen, civilian 
##  Topic 3: defens, people’, iraqi, landmin, airstrik 
##  Topic 4: r, two, kill, guerrilla, turkish 
##  Topic 5: turkish, kill, sep, oper, six 
##  Topic 6: attack, wound, kill, turkish, twelv 
##  Topic 7: _f, peopl, nine, --, separatist 
##  Topic 8: --, european, bomb, two, turkey 
##  Topic 9: kill, rebel, ankara, secur, f 
##  Topic 10: turkey, kill, six, polic, policeman 
##  Topic 11: say, eur, captur, eleven, kill 
##  Topic 12: --, forc, violenc, terörist, view 
##  Topic 13: peopl, conflict, forc, apr, hale 
##  Topic 14: kurd, dead, three, pkk, fight 
##  Topic 15: milit, pkk, --, iraq, strike 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.334, relative change = 1.278e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.293, relative change = 9.652e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.260, relative change = 7.525e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.234, relative change = 6.082e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.213, relative change = 4.947e-03) 
## Topic 1: clash, soldier, terrorist, blast, villag 
##  Topic 2: kurdish, troop, kill, sixteen, seventeen 
##  Topic 3: defens, people’, landmin, mehmet, airstrik 
##  Topic 4: r, two, kill, guerrilla, die 
##  Topic 5: turkish, kill, oper, sep, apr 
##  Topic 6: attack, wound, kill, bomb, twelv 
##  Topic 7: _f, nine, peopl, separatist, middl 
##  Topic 8: --, european, two, militari, bomb 
##  Topic 9: kill, rebel, ankara, secur, f 
##  Topic 10: turkey, kill, six, polic, policeman 
##  Topic 11: say, captur, eur, eleven, kill 
##  Topic 12: forc, --, violenc, view, twenty-two 
##  Topic 13: peopl, conflict, turk, etkisiz, hale 
##  Topic 14: kurd, dead, three, fight, turk 
##  Topic 15: pkk, --, milit, iraq, strike 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.196, relative change = 4.239e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.180, relative change = 3.686e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.166, relative change = 3.265e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.156, relative change = 2.492e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.147, relative change = 2.085e-03) 
## Topic 1: clash, soldier, terrorist, villag, die 
##  Topic 2: kurdish, troop, kill, sixteen, seventeen 
##  Topic 3: defens, people’, mehmet, welat, ame 
##  Topic 4: r, two, kill, guerrilla, die 
##  Topic 5: turkish, kill, oper, sep, apr 
##  Topic 6: attack, wound, bomb, three, kill 
##  Topic 7: _f, nine, peopl, separatist, middl 
##  Topic 8: --, two, european, militari, kill 
##  Topic 9: kill, rebel, ankara, secur, f 
##  Topic 10: turkey, kill, violenc, six, polic 
##  Topic 11: say, captur, eur, eleven, ambush 
##  Topic 12: forc, --, view, twenty-two, contact 
##  Topic 13: peopl, conflict, terörist, turk, etkisiz 
##  Topic 14: kurd, dead, three, fight, turk 
##  Topic 15: pkk, --, milit, iraq, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.140, relative change = 1.842e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -4.133, relative change = 1.737e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -4.126, relative change = 1.681e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -4.119, relative change = 1.584e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.114, relative change = 1.360e-03) 
## Topic 1: clash, soldier, terrorist, villag, die 
##  Topic 2: kurdish, troop, roj, sixteen, kill 
##  Topic 3: defens, people’, mehmet, direct, ame 
##  Topic 4: r, two, kill, guerrilla, die 
##  Topic 5: turkish, kill, oper, sep, apr 
##  Topic 6: attack, three, bomb, wound, polic 
##  Topic 7: _f, nine, peopl, separatist, middl 
##  Topic 8: --, two, european, kill, militari 
##  Topic 9: kill, rebel, ankara, secur, f 
##  Topic 10: turkey, kill, violenc, six, policeman 
##  Topic 11: say, captur, eur, eleven, ambush 
##  Topic 12: forc, --, view, twenty-two, agit 
##  Topic 13: peopl, conflict, turk, terörist, etkisiz 
##  Topic 14: kurd, dead, three, fight, turk 
##  Topic 15: pkk, --, milit, iraq, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.109, relative change = 1.169e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -4.104, relative change = 1.045e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -4.100, relative change = 9.655e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -4.096, relative change = 1.032e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -4.092, relative change = 1.071e-03) 
## Topic 1: clash, soldier, terrorist, offici, landmin 
##  Topic 2: kurdish, troop, roj, sixteen, kill 
##  Topic 3: defens, people’, profil, full, view 
##  Topic 4: r, two, kill, guerrilla, die 
##  Topic 5: turkish, kill, oper, six, sep 
##  Topic 6: attack, three, bomb, polic, wound 
##  Topic 7: _f, nine, peopl, separatist, civilian 
##  Topic 8: --, kill, two, european, militari 
##  Topic 9: rebel, kill, ankara, secur, f 
##  Topic 10: turkey, kill, violenc, six, policeman 
##  Topic 11: say, captur, eur, eleven, ambush 
##  Topic 12: forc, --, peopl, view, agit 
##  Topic 13: peopl, conflict, turk, terörist, etkisiz 
##  Topic 14: kurd, dead, fight, three, turk 
##  Topic 15: pkk, --, milit, iraq, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -4.088, relative change = 9.148e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -4.085, relative change = 8.398e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -4.081, relative change = 8.068e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -4.079, relative change = 6.591e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -4.076, relative change = 5.693e-04) 
## Topic 1: clash, soldier, terrorist, offici, landmin 
##  Topic 2: kurdish, troop, roj, sixteen, kill 
##  Topic 3: defens, people’, view, full, profil 
##  Topic 4: r, two, kill, guerrilla, die 
##  Topic 5: turkish, kill, oper, six, sep 
##  Topic 6: attack, three, bomb, polic, wound 
##  Topic 7: _f, nine, peopl, separatist, civilian 
##  Topic 8: --, kill, two, european, militari 
##  Topic 9: rebel, kill, ankara, secur, f 
##  Topic 10: turkey, kill, violenc, six, policeman 
##  Topic 11: say, captur, eur, eleven, ambush 
##  Topic 12: forc, --, peopl, agit, ararat 
##  Topic 13: conflict, turk, terörist, etkisiz, hale 
##  Topic 14: kurd, dead, fight, turk, villag 
##  Topic 15: pkk, --, milit, iraq, kill 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -4.074, relative change = 5.031e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -4.072, relative change = 4.804e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -4.070, relative change = 5.010e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -4.068, relative change = 5.562e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -4.065, relative change = 6.386e-04) 
## Topic 1: clash, soldier, terrorist, offici, abduct 
##  Topic 2: kurdish, troop, roj, sixteen, kill 
##  Topic 3: defens, people’, view, full, profil 
##  Topic 4: r, kill, two, die, guerrilla 
##  Topic 5: turkish, kill, oper, six, sep 
##  Topic 6: attack, three, bomb, polic, wound 
##  Topic 7: _f, nine, peopl, civilian, separatist 
##  Topic 8: --, kill, two, european, soldier 
##  Topic 9: rebel, kill, ankara, secur, f 
##  Topic 10: turkey, kill, violenc, six, policeman 
##  Topic 11: say, captur, eur, eleven, day 
##  Topic 12: forc, --, peopl, agit, ararat 
##  Topic 13: conflict, turk, terörist, etkisiz, hale 
##  Topic 14: kurd, dead, villag, turk, fight 
##  Topic 15: --, pkk, milit, iraq, kill 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -4.063, relative change = 6.781e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -4.060, relative change = 6.282e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -4.058, relative change = 5.379e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -4.056, relative change = 4.609e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -4.054, relative change = 4.192e-04) 
## Topic 1: clash, terrorist, soldier, abduct, sirnak 
##  Topic 2: kurdish, troop, roj, sixteen, kill 
##  Topic 3: defens, people’, view, full, profil 
##  Topic 4: r, kill, two, die, guerrilla 
##  Topic 5: turkish, kill, oper, six, sep 
##  Topic 6: attack, three, bomb, polic, wound 
##  Topic 7: _f, nine, peopl, civilian, separatist 
##  Topic 8: --, soldier, kill, two, european 
##  Topic 9: rebel, kill, ankara, secur, f 
##  Topic 10: turkey, kill, violenc, six, policeman 
##  Topic 11: say, captur, eur, eleven, day 
##  Topic 12: forc, --, peopl, agit, ararat 
##  Topic 13: conflict, turk, terörist, etkisiz, hale 
##  Topic 14: kurd, dead, villag, turk, fight 
##  Topic 15: --, milit, pkk, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -4.053, relative change = 4.364e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -4.051, relative change = 4.781e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -4.049, relative change = 5.227e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -4.046, relative change = 5.471e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -4.044, relative change = 4.951e-04) 
## Topic 1: clash, terrorist, soldier, abduct, sirnak 
##  Topic 2: kurdish, troop, roj, sixteen, kill 
##  Topic 3: defens, people’, --, view, full 
##  Topic 4: r, kill, two, die, guerrilla 
##  Topic 5: turkish, kill, oper, six, sep 
##  Topic 6: attack, three, bomb, polic, wound 
##  Topic 7: _f, nine, peopl, civilian, offici 
##  Topic 8: --, soldier, kill, two, european 
##  Topic 9: kill, rebel, ankara, secur, f 
##  Topic 10: turkey, kill, violenc, six, policeman 
##  Topic 11: say, eur, captur, eleven, day 
##  Topic 12: forc, --, peopl, agit, ararat 
##  Topic 13: turk, terörist, etkisiz, hale, getirildi 
##  Topic 14: kurd, dead, conflict, villag, turk 
##  Topic 15: --, milit, pkk, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -4.042, relative change = 4.507e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -4.041, relative change = 4.631e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -4.039, relative change = 4.872e-04) 
## ....................................................................................................
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## Completing Iteration 49 (approx. per word bound = -4.037, relative change = 4.888e-04) 
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## Completing Iteration 50 (approx. per word bound = -4.035, relative change = 5.006e-04) 
## Topic 1: clash, terrorist, soldier, abduct, sirnak 
##  Topic 2: kurdish, troop, roj, kill, battl 
##  Topic 3: defens, people’, --, view, full 
##  Topic 4: r, kill, rebel, die, guerrilla 
##  Topic 5: turkish, kill, oper, six, sep 
##  Topic 6: attack, three, bomb, polic, wound 
##  Topic 7: _f, nine, offici, peopl, civilian 
##  Topic 8: --, soldier, kill, european, two 
##  Topic 9: kill, rebel, ankara, secur, f 
##  Topic 10: turkey, kill, violenc, six, policeman 
##  Topic 11: say, eur, eleven, day, ambush 
##  Topic 12: forc, --, peopl, agit, ararat 
##  Topic 13: --, turk, terörist, etkisiz, hale 
##  Topic 14: kurd, dead, conflict, turk, villag 
##  Topic 15: --, milit, kill, pkk, iraq 
## ....................................................................................................
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## Completing Iteration 51 (approx. per word bound = -4.033, relative change = 5.163e-04) 
## ....................................................................................................
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## Completing Iteration 52 (approx. per word bound = -4.031, relative change = 5.097e-04) 
## ....................................................................................................
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## Completing Iteration 53 (approx. per word bound = -4.029, relative change = 4.765e-04) 
## ....................................................................................................
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## Completing Iteration 54 (approx. per word bound = -4.027, relative change = 4.738e-04) 
## ....................................................................................................
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## Completing Iteration 55 (approx. per word bound = -4.025, relative change = 4.985e-04) 
## Topic 1: clash, terrorist, soldier, fourteen, abduct 
##  Topic 2: kurdish, troop, roj, rebel, kill 
##  Topic 3: defens, people’, --, view, full 
##  Topic 4: r, rebel, kill, die, guerrilla 
##  Topic 5: turkish, oper, six, kill, sep 
##  Topic 6: attack, three, bomb, polic, wound 
##  Topic 7: _f, nine, offici, civilian, peopl 
##  Topic 8: --, soldier, kill, european, two 
##  Topic 9: kill, rebel, ankara, secur, f 
##  Topic 10: turkey, kill, violenc, six, policeman 
##  Topic 11: say, eur, eleven, day, twenti 
##  Topic 12: forc, --, peopl, agit, ararat 
##  Topic 13: --, terörist, turk, etkisiz, hale 
##  Topic 14: kurd, dead, rebel, conflict, turk 
##  Topic 15: --, milit, kill, pkk, iraq 
## ....................................................................................................
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## Completing Iteration 56 (approx. per word bound = -4.023, relative change = 5.191e-04) 
## ....................................................................................................
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## Completing Iteration 57 (approx. per word bound = -4.021, relative change = 5.035e-04) 
## ....................................................................................................
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## Completing Iteration 58 (approx. per word bound = -4.019, relative change = 5.077e-04) 
## ....................................................................................................
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## Completing Iteration 59 (approx. per word bound = -4.016, relative change = 5.241e-04) 
## ....................................................................................................
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## Completing Iteration 60 (approx. per word bound = -4.014, relative change = 5.529e-04) 
## Topic 1: clash, terrorist, soldier, fourteen, abduct 
##  Topic 2: kurdish, troop, rebel, roj, kill 
##  Topic 3: defens, people’, --, view, full 
##  Topic 4: r, rebel, kill, die, guerrilla 
##  Topic 5: turkish, oper, six, sep, apr 
##  Topic 6: attack, three, bomb, polic, wound 
##  Topic 7: _f, nine, offici, civilian, peopl 
##  Topic 8: --, soldier, kill, european, two 
##  Topic 9: kill, ankara, rebel, secur, f 
##  Topic 10: turkey, kill, violenc, six, seven 
##  Topic 11: say, eur, eleven, day, twenti 
##  Topic 12: forc, --, peopl, agit, ararat 
##  Topic 13: --, terörist, etkisiz, turk, hale 
##  Topic 14: kurd, rebel, dead, conflict, troop 
##  Topic 15: --, milit, kill, iraq, pkk 
## ....................................................................................................
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## Completing Iteration 61 (approx. per word bound = -4.012, relative change = 5.065e-04) 
## ....................................................................................................
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## Completing Iteration 62 (approx. per word bound = -4.010, relative change = 4.979e-04) 
## ....................................................................................................
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## Completing Iteration 63 (approx. per word bound = -4.008, relative change = 5.122e-04) 
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## Completing Iteration 64 (approx. per word bound = -4.006, relative change = 5.380e-04) 
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## Completing Iteration 65 (approx. per word bound = -4.004, relative change = 5.067e-04) 
## Topic 1: clash, terrorist, soldier, fourteen, abduct 
##  Topic 2: kurdish, rebel, troop, roj, kill 
##  Topic 3: defens, people’, --, view, full 
##  Topic 4: r, rebel, kill, die, guerrilla 
##  Topic 5: turkish, oper, six, sep, apr 
##  Topic 6: attack, three, bomb, polic, wound 
##  Topic 7: _f, nine, offici, civilian, peopl 
##  Topic 8: --, soldier, kill, european, two 
##  Topic 9: kill, ankara, rebel, secur, f 
##  Topic 10: turkey, kill, violenc, seven, six 
##  Topic 11: say, eur, eleven, day, twenti 
##  Topic 12: forc, --, peopl, agit, ararat 
##  Topic 13: --, terörist, etkisiz, turk, hale 
##  Topic 14: kurd, rebel, troop, dead, conflict 
##  Topic 15: --, milit, kill, turkish, iraq 
## ....................................................................................................
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## Completing Iteration 66 (approx. per word bound = -4.002, relative change = 4.312e-04) 
## ....................................................................................................
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## Completing Iteration 67 (approx. per word bound = -4.000, relative change = 4.262e-04) 
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## Completing Iteration 68 (approx. per word bound = -3.999, relative change = 4.267e-04) 
## ....................................................................................................
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## Completing Iteration 69 (approx. per word bound = -3.997, relative change = 3.453e-04) 
## ....................................................................................................
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## Completing Iteration 70 (approx. per word bound = -3.996, relative change = 2.623e-04) 
## Topic 1: clash, terrorist, soldier, fourteen, abduct 
##  Topic 2: kurdish, rebel, troop, roj, kill 
##  Topic 3: defens, --, people’, view, full 
##  Topic 4: r, rebel, kill, die, guerrilla 
##  Topic 5: turkish, oper, six, sep, apr 
##  Topic 6: attack, three, bomb, polic, wound 
##  Topic 7: _f, nine, offici, civilian, peopl 
##  Topic 8: --, soldier, kill, european, two 
##  Topic 9: kill, ankara, secur, f, anatolia 
##  Topic 10: turkey, kill, violenc, seven, six 
##  Topic 11: say, eur, eleven, day, twenti 
##  Topic 12: forc, --, peopl, agit, ararat 
##  Topic 13: --, terörist, etkisiz, turk, hale 
##  Topic 14: kurd, rebel, troop, dead, conflict 
##  Topic 15: --, milit, kill, turkish, iraq 
## ....................................................................................................
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## Completing Iteration 71 (approx. per word bound = -3.995, relative change = 2.360e-04) 
## ....................................................................................................
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## Completing Iteration 72 (approx. per word bound = -3.995, relative change = 2.250e-04) 
## ....................................................................................................
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## Completing Iteration 73 (approx. per word bound = -3.994, relative change = 2.117e-04) 
## ....................................................................................................
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## Completing Iteration 74 (approx. per word bound = -3.993, relative change = 1.900e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 75 (approx. per word bound = -3.992, relative change = 1.843e-04) 
## Topic 1: clash, terrorist, soldier, fourteen, abduct 
##  Topic 2: kurdish, rebel, troop, roj, kill 
##  Topic 3: defens, --, people’, view, full 
##  Topic 4: r, kill, rebel, die, guerrilla 
##  Topic 5: turkish, oper, six, sep, apr 
##  Topic 6: attack, three, bomb, polic, wound 
##  Topic 7: _f, nine, offici, civilian, peopl 
##  Topic 8: --, soldier, kill, european, two 
##  Topic 9: kill, ankara, secur, f, anatolia 
##  Topic 10: turkey, kill, violenc, seven, six 
##  Topic 11: say, eur, eleven, day, twenti 
##  Topic 12: forc, peopl, --, agit, ararat 
##  Topic 13: --, terörist, etkisiz, turk, hale 
##  Topic 14: kurd, rebel, troop, dead, conflict 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 76 (approx. per word bound = -3.991, relative change = 1.842e-04) 
## ....................................................................................................
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## Completing Iteration 77 (approx. per word bound = -3.991, relative change = 1.888e-04) 
## ....................................................................................................
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## Completing Iteration 78 (approx. per word bound = -3.990, relative change = 1.841e-04) 
## ....................................................................................................
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## Completing Iteration 79 (approx. per word bound = -3.989, relative change = 1.673e-04) 
## ....................................................................................................
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## Completing Iteration 80 (approx. per word bound = -3.989, relative change = 1.532e-04) 
## Topic 1: clash, terrorist, soldier, fourteen, abduct 
##  Topic 2: kurdish, rebel, roj, troop, shot 
##  Topic 3: defens, --, people’, view, full 
##  Topic 4: r, kill, rebel, die, guerrilla 
##  Topic 5: turkish, oper, six, sep, apr 
##  Topic 6: attack, three, bomb, polic, four 
##  Topic 7: _f, nine, offici, civilian, separatist 
##  Topic 8: --, soldier, kill, european, two 
##  Topic 9: kill, ankara, secur, f, anatolia 
##  Topic 10: turkey, kill, violenc, seven, six 
##  Topic 11: say, eur, eleven, day, twenti 
##  Topic 12: forc, peopl, --, agit, ararat 
##  Topic 13: --, terörist, etkisiz, turk, hale 
##  Topic 14: rebel, kurd, troop, dead, conflict 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 81 (approx. per word bound = -3.988, relative change = 1.366e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
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## Completing Iteration 82 (approx. per word bound = -3.988, relative change = 1.248e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
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## Completing Iteration 83 (approx. per word bound = -3.987, relative change = 1.099e-04) 
## ....................................................................................................
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## Completing Iteration 84 (approx. per word bound = -3.987, relative change = 1.066e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 85 (approx. per word bound = -3.986, relative change = 8.021e-05) 
## Topic 1: clash, terrorist, soldier, fourteen, abduct 
##  Topic 2: kurdish, rebel, roj, guerrilla, shot 
##  Topic 3: defens, --, people’, view, full 
##  Topic 4: r, kill, rebel, die, guerrilla 
##  Topic 5: turkish, six, oper, sep, apr 
##  Topic 6: attack, three, bomb, polic, four 
##  Topic 7: _f, nine, offici, civilian, separatist 
##  Topic 8: --, soldier, kill, european, two 
##  Topic 9: kill, ankara, secur, f, anatolia 
##  Topic 10: turkey, kill, violenc, seven, six 
##  Topic 11: say, eur, eleven, day, twenti 
##  Topic 12: forc, peopl, --, agit, ararat 
##  Topic 13: --, terörist, etkisiz, turk, hale 
##  Topic 14: rebel, kurd, troop, dead, conflict 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 86 (approx. per word bound = -3.986, relative change = 1.050e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 87 (approx. per word bound = -3.986, relative change = 5.790e-05) 
## ....................................................................................................
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## Completing Iteration 88 (approx. per word bound = -3.986, relative change = 6.506e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 89 (approx. per word bound = -3.985, relative change = 8.962e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 90 (approx. per word bound = -3.985, relative change = 9.976e-05) 
## Topic 1: clash, terrorist, soldier, fourteen, abduct 
##  Topic 2: kurdish, rebel, roj, guerrilla, shot 
##  Topic 3: defens, --, people’, view, full 
##  Topic 4: r, kill, die, rebel, guerrilla 
##  Topic 5: turkish, six, oper, sep, apr 
##  Topic 6: attack, three, bomb, polic, four 
##  Topic 7: _f, nine, offici, civilian, separatist 
##  Topic 8: --, soldier, kill, european, two 
##  Topic 9: kill, ankara, secur, f, anatolia 
##  Topic 10: turkey, kill, violenc, seven, six 
##  Topic 11: say, eur, eleven, day, twenti 
##  Topic 12: forc, peopl, --, agit, ararat 
##  Topic 13: --, terörist, turk, etkisiz, hale 
##  Topic 14: rebel, kurd, troop, dead, conflict 
##  Topic 15: --, milit, kill, turkish, iraq 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 91 (approx. per word bound = -3.984, relative change = 8.237e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 92 (approx. per word bound = -3.984, relative change = 8.607e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 93 (approx. per word bound = -3.984, relative change = 9.147e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 94 (approx. per word bound = -3.983, relative change = 1.029e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 95 (approx. per word bound = -3.983, relative change = 1.141e-04) 
## Topic 1: clash, terrorist, soldier, fourteen, abduct 
##  Topic 2: kurdish, rebel, roj, guerrilla, shot 
##  Topic 3: defens, --, people’, view, full 
##  Topic 4: r, kill, die, guerrilla, rebel 
##  Topic 5: turkish, six, oper, sep, apr 
##  Topic 6: attack, three, bomb, polic, four 
##  Topic 7: _f, nine, offici, civilian, separatist 
##  Topic 8: --, kill, soldier, european, two 
##  Topic 9: kill, ankara, secur, f, anatolia 
##  Topic 10: turkey, kill, violenc, seven, six 
##  Topic 11: say, eur, eleven, day, twenti 
##  Topic 12: forc, peopl, --, agit, ararat 
##  Topic 13: --, terörist, turk, etkisiz, hale 
##  Topic 14: rebel, kurd, troop, dead, conflict 
##  Topic 15: --, milit, kill, turkish, iraq 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 96 (approx. per word bound = -3.982, relative change = 1.325e-04) 
## ....................................................................................................
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## Completing Iteration 97 (approx. per word bound = -3.982, relative change = 1.503e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 98 (approx. per word bound = -3.981, relative change = 1.604e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 99 (approx. per word bound = -3.981, relative change = 1.536e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 100 (approx. per word bound = -3.980, relative change = 1.326e-04) 
## Topic 1: clash, terrorist, soldier, fourteen, abduct 
##  Topic 2: kurdish, rebel, roj, guerrilla, shot 
##  Topic 3: defens, --, people’, view, full 
##  Topic 4: r, kill, die, guerrilla, two 
##  Topic 5: turkish, six, oper, sep, apr 
##  Topic 6: attack, three, bomb, four, polic 
##  Topic 7: _f, nine, offici, civilian, separatist 
##  Topic 8: --, kill, soldier, european, two 
##  Topic 9: kill, ankara, secur, f, anatolia 
##  Topic 10: turkey, kill, violenc, seven, six 
##  Topic 11: say, eur, day, twenti, week 
##  Topic 12: forc, peopl, --, agit, ararat 
##  Topic 13: --, terörist, turk, etkisiz, hale 
##  Topic 14: rebel, kurd, troop, dead, conflict 
##  Topic 15: --, milit, kill, turkish, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 101 (approx. per word bound = -3.980, relative change = 1.171e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 102 (approx. per word bound = -3.979, relative change = 1.092e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 103 (approx. per word bound = -3.979, relative change = 1.050e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 104 (approx. per word bound = -3.978, relative change = 1.054e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 105 (approx. per word bound = -3.978, relative change = 1.104e-04) 
## Topic 1: clash, terrorist, soldier, fourteen, abduct 
##  Topic 2: kurdish, rebel, roj, guerrilla, shot 
##  Topic 3: defens, --, people’, view, full 
##  Topic 4: r, kill, die, guerrilla, two 
##  Topic 5: turkish, six, oper, sep, apr 
##  Topic 6: attack, three, bomb, four, polic 
##  Topic 7: _f, nine, offici, civilian, separatist 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, secur, f, anatolia 
##  Topic 10: turkey, kill, violenc, seven, six 
##  Topic 11: say, eur, day, twenti, week 
##  Topic 12: forc, peopl, ararat, agit, çiya 
##  Topic 13: --, terörist, turk, etkisiz, hale 
##  Topic 14: rebel, kurd, troop, dead, conflict 
##  Topic 15: --, milit, kill, turkish, iraq 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 106 (approx. per word bound = -3.977, relative change = 9.731e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 107 (approx. per word bound = -3.977, relative change = 9.246e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 108 (approx. per word bound = -3.977, relative change = 9.321e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 109 (approx. per word bound = -3.976, relative change = 9.329e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 110 (approx. per word bound = -3.976, relative change = 9.049e-05) 
## Topic 1: clash, terrorist, soldier, fourteen, abduct 
##  Topic 2: kurdish, rebel, roj, guerrilla, shot 
##  Topic 3: defens, --, people’, view, full 
##  Topic 4: r, kill, die, guerrilla, two 
##  Topic 5: turkish, six, oper, sep, apr 
##  Topic 6: attack, three, bomb, four, polic 
##  Topic 7: _f, nine, offici, civilian, separatist 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, secur, f, anatolia 
##  Topic 10: turkey, kill, violenc, seven, eight 
##  Topic 11: say, eur, day, twenti, week 
##  Topic 12: forc, peopl, ararat, agit, çiya 
##  Topic 13: --, terörist, turk, etkisiz, hale 
##  Topic 14: rebel, kurd, troop, dead, conflict 
##  Topic 15: --, milit, kill, turkish, iraq 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 111 (approx. per word bound = -3.976, relative change = 8.668e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 112 (approx. per word bound = -3.975, relative change = 8.614e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 113 (approx. per word bound = -3.975, relative change = 8.744e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 114 (approx. per word bound = -3.975, relative change = 8.999e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 115 (approx. per word bound = -3.974, relative change = 9.433e-05) 
## Topic 1: clash, soldier, terrorist, fourteen, abduct 
##  Topic 2: kurdish, rebel, roj, guerrilla, shot 
##  Topic 3: defens, --, people’, view, full 
##  Topic 4: r, kill, die, guerrilla, two 
##  Topic 5: turkish, six, oper, sep, apr 
##  Topic 6: attack, three, bomb, four, polic 
##  Topic 7: _f, nine, offici, civilian, separatist 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, secur, terrorist, f 
##  Topic 10: turkey, kill, violenc, seven, eight 
##  Topic 11: say, eur, day, armi, twenti 
##  Topic 12: forc, peopl, ararat, agit, çiya 
##  Topic 13: --, terörist, turk, etkisiz, hale 
##  Topic 14: rebel, kurd, troop, dead, conflict 
##  Topic 15: --, milit, kill, turkish, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 116 (approx. per word bound = -3.974, relative change = 9.620e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 117 (approx. per word bound = -3.973, relative change = 9.541e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 118 (approx. per word bound = -3.973, relative change = 9.508e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 119 (approx. per word bound = -3.973, relative change = 9.696e-05) 
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## Completing Iteration 120 (approx. per word bound = -3.972, relative change = 1.147e-04) 
## Topic 1: clash, soldier, terrorist, fourteen, abduct 
##  Topic 2: kurdish, rebel, roj, guerrilla, shot 
##  Topic 3: defens, --, people’, view, full 
##  Topic 4: r, kill, die, two, guerrilla 
##  Topic 5: turkish, six, oper, sep, apr 
##  Topic 6: attack, three, bomb, four, polic 
##  Topic 7: _f, nine, offici, civilian, separatist 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, secur, f 
##  Topic 10: turkey, kill, violenc, seven, eight 
##  Topic 11: say, eur, day, armi, twenti 
##  Topic 12: forc, peopl, ararat, agit, çiya 
##  Topic 13: --, terörist, etkisiz, turk, hale 
##  Topic 14: rebel, kurd, troop, dead, conflict 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 121 (approx. per word bound = -3.972, relative change = 1.192e-04) 
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## Completing Iteration 122 (approx. per word bound = -3.971, relative change = 9.799e-05) 
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## Completing Iteration 125 (approx. per word bound = -3.970, relative change = 7.961e-05) 
## Topic 1: clash, soldier, terrorist, fourteen, abduct 
##  Topic 2: kurdish, rebel, roj, guerrilla, shot 
##  Topic 3: defens, --, people’, view, full 
##  Topic 4: r, kill, die, two, five 
##  Topic 5: turkish, six, oper, sep, captur 
##  Topic 6: attack, three, bomb, four, polic 
##  Topic 7: _f, nine, offici, civilian, separatist 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, secur, f 
##  Topic 10: turkey, kill, violenc, seven, eight 
##  Topic 11: say, eur, guerrilla, day, armi 
##  Topic 12: forc, peopl, ararat, agit, çiya 
##  Topic 13: --, terörist, etkisiz, turk, hale 
##  Topic 14: rebel, kurd, troop, dead, conflict 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 126 (approx. per word bound = -3.970, relative change = 7.945e-05) 
## ....................................................................................................
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## ....................................................................................................
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## ....................................................................................................
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## Completing Iteration 129 (approx. per word bound = -3.969, relative change = 8.917e-05) 
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## Completing Iteration 130 (approx. per word bound = -3.969, relative change = 9.393e-05) 
## Topic 1: clash, soldier, terrorist, fourteen, abduct 
##  Topic 2: kurdish, rebel, roj, guerrilla, shot 
##  Topic 3: defens, --, people’, view, full 
##  Topic 4: r, kill, die, two, five 
##  Topic 5: turkish, six, oper, sep, captur 
##  Topic 6: attack, three, bomb, four, polic 
##  Topic 7: _f, nine, offici, civilian, separatist 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, secur, f 
##  Topic 10: turkey, kill, violenc, seven, eight 
##  Topic 11: say, eur, guerrilla, day, armi 
##  Topic 12: forc, peopl, ararat, agit, çiya 
##  Topic 13: --, terörist, etkisiz, turk, hale 
##  Topic 14: rebel, kurd, troop, dead, conflict 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 131 (approx. per word bound = -3.968, relative change = 7.696e-05) 
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## Completing Iteration 135 (approx. per word bound = -3.967, relative change = 6.893e-05) 
## Topic 1: clash, soldier, terrorist, fourteen, abduct 
##  Topic 2: kurdish, rebel, roj, guerrilla, five 
##  Topic 3: defens, --, people’, view, full 
##  Topic 4: r, kill, die, two, five 
##  Topic 5: turkish, six, oper, sep, captur 
##  Topic 6: attack, three, bomb, four, polic 
##  Topic 7: _f, nine, offici, civilian, separatist 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, secur, f 
##  Topic 10: turkey, kill, violenc, seven, eight 
##  Topic 11: say, eur, guerrilla, day, armi 
##  Topic 12: forc, peopl, ararat, agit, çiya 
##  Topic 13: --, terörist, etkisiz, turk, hale 
##  Topic 14: rebel, kurd, troop, dead, conflict 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 136 (approx. per word bound = -3.967, relative change = 6.733e-05) 
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## Completing Iteration 137 (approx. per word bound = -3.967, relative change = 6.691e-05) 
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## Completing Iteration 138 (approx. per word bound = -3.966, relative change = 6.513e-05) 
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## Completing Iteration 140 (approx. per word bound = -3.966, relative change = 5.883e-05) 
## Topic 1: clash, soldier, terrorist, fourteen, abduct 
##  Topic 2: kurdish, rebel, roj, guerrilla, five 
##  Topic 3: defens, --, people’, view, full 
##  Topic 4: r, kill, die, two, five 
##  Topic 5: turkish, six, oper, sep, captur 
##  Topic 6: attack, three, bomb, four, polic 
##  Topic 7: _f, nine, offici, civilian, separatist 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, secur, f 
##  Topic 10: turkey, kill, violenc, seven, eight 
##  Topic 11: say, eur, guerrilla, day, armi 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, turk, hale 
##  Topic 14: rebel, kurd, troop, dead, conflict 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 141 (approx. per word bound = -3.966, relative change = 5.727e-05) 
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## Completing Iteration 142 (approx. per word bound = -3.965, relative change = 5.598e-05) 
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## Completing Iteration 143 (approx. per word bound = -3.965, relative change = 5.518e-05) 
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## Completing Iteration 144 (approx. per word bound = -3.965, relative change = 5.389e-05) 
## ....................................................................................................
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## Completing Iteration 145 (approx. per word bound = -3.965, relative change = 5.324e-05) 
## Topic 1: clash, soldier, fourteen, abduct, sirnak 
##  Topic 2: kurdish, rebel, roj, five, guerrilla 
##  Topic 3: defens, --, people’, view, full 
##  Topic 4: r, kill, die, two, five 
##  Topic 5: turkish, six, oper, sep, arrest 
##  Topic 6: attack, three, bomb, four, polic 
##  Topic 7: _f, nine, offici, civilian, separatist 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, secur, f 
##  Topic 10: turkey, kill, violenc, seven, eight 
##  Topic 11: say, guerrilla, eur, day, armi 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, turk, hale 
##  Topic 14: rebel, kurd, troop, dead, conflict 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 146 (approx. per word bound = -3.965, relative change = 5.291e-05) 
## ....................................................................................................
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## Completing Iteration 147 (approx. per word bound = -3.964, relative change = 5.331e-05) 
## ....................................................................................................
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## Completing Iteration 148 (approx. per word bound = -3.964, relative change = 5.441e-05) 
## ....................................................................................................
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## Completing Iteration 149 (approx. per word bound = -3.964, relative change = 5.569e-05) 
## ....................................................................................................
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## Completing Iteration 150 (approx. per word bound = -3.964, relative change = 5.724e-05) 
## Topic 1: clash, soldier, fourteen, abduct, sirnak 
##  Topic 2: kurdish, rebel, five, roj, guerrilla 
##  Topic 3: defens, --, people’, view, full 
##  Topic 4: r, kill, die, two, five 
##  Topic 5: turkish, six, oper, sep, arrest 
##  Topic 6: attack, three, bomb, four, polic 
##  Topic 7: _f, nine, offici, civilian, separatist 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, secur, f 
##  Topic 10: turkey, kill, violenc, seven, eight 
##  Topic 11: say, guerrilla, eur, day, armi 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, turk, hale 
##  Topic 14: rebel, kurd, troop, dead, conflict 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 151 (approx. per word bound = -3.964, relative change = 5.801e-05) 
## ....................................................................................................
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## Completing Iteration 152 (approx. per word bound = -3.963, relative change = 5.953e-05) 
## ....................................................................................................
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## Completing Iteration 153 (approx. per word bound = -3.963, relative change = 6.094e-05) 
## ....................................................................................................
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## Completing Iteration 154 (approx. per word bound = -3.963, relative change = 6.074e-05) 
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## Completing Iteration 155 (approx. per word bound = -3.963, relative change = 5.801e-05) 
## Topic 1: clash, soldier, fourteen, abduct, sirnak 
##  Topic 2: kurdish, rebel, five, roj, guerrilla 
##  Topic 3: defens, --, people’, view, full 
##  Topic 4: r, kill, die, two, five 
##  Topic 5: turkish, six, oper, sep, arrest 
##  Topic 6: attack, three, bomb, four, polic 
##  Topic 7: _f, nine, offici, civilian, separatist 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, violenc, seven, eight 
##  Topic 11: say, guerrilla, eur, day, armi 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, turk, hale 
##  Topic 14: rebel, kurd, troop, dead, conflict 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 156 (approx. per word bound = -3.962, relative change = 5.705e-05) 
## ....................................................................................................
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## Completing Iteration 157 (approx. per word bound = -3.962, relative change = 5.880e-05) 
## ....................................................................................................
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## Completing Iteration 158 (approx. per word bound = -3.962, relative change = 6.055e-05) 
## ....................................................................................................
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## Completing Iteration 159 (approx. per word bound = -3.962, relative change = 6.507e-05) 
## ....................................................................................................
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## Completing Iteration 160 (approx. per word bound = -3.961, relative change = 8.216e-05) 
## Topic 1: clash, soldier, fourteen, abduct, sirnak 
##  Topic 2: kurdish, rebel, five, roj, guerrilla 
##  Topic 3: defens, --, people’, view, full 
##  Topic 4: r, kill, die, two, five 
##  Topic 5: turkish, six, oper, sep, arrest 
##  Topic 6: attack, three, bomb, four, polic 
##  Topic 7: _f, nine, offici, civilian, separatist 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, violenc, seven, eight 
##  Topic 11: say, guerrilla, eur, day, armi 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, hale, turk 
##  Topic 14: rebel, kurd, troop, dead, conflict 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 161 (approx. per word bound = -3.961, relative change = 9.003e-05) 
## ....................................................................................................
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## Completing Iteration 162 (approx. per word bound = -3.961, relative change = 6.023e-05) 
## ....................................................................................................
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## Completing Iteration 163 (approx. per word bound = -3.960, relative change = 5.648e-05) 
## ....................................................................................................
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## Completing Iteration 164 (approx. per word bound = -3.960, relative change = 5.735e-05) 
## ....................................................................................................
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## Completing Iteration 165 (approx. per word bound = -3.960, relative change = 5.872e-05) 
## Topic 1: clash, soldier, fourteen, abduct, sirnak 
##  Topic 2: kurdish, rebel, five, roj, guerrilla 
##  Topic 3: defens, --, people’, view, full 
##  Topic 4: r, kill, die, two, five 
##  Topic 5: turkish, six, oper, sep, arrest 
##  Topic 6: attack, three, bomb, four, polic 
##  Topic 7: _f, nine, offici, civilian, separatist 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, violenc, seven, eight 
##  Topic 11: say, guerrilla, eur, conflict, day 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, hale, turk 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 166 (approx. per word bound = -3.960, relative change = 6.081e-05) 
## ....................................................................................................
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## Completing Iteration 167 (approx. per word bound = -3.960, relative change = 6.398e-05) 
## ....................................................................................................
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## Completing Iteration 168 (approx. per word bound = -3.959, relative change = 6.318e-05) 
## ....................................................................................................
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## Completing Iteration 169 (approx. per word bound = -3.959, relative change = 6.090e-05) 
## ....................................................................................................
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## Completing Iteration 170 (approx. per word bound = -3.959, relative change = 5.995e-05) 
## Topic 1: clash, soldier, fourteen, abduct, sirnak 
##  Topic 2: kurdish, rebel, five, roj, guerrilla 
##  Topic 3: defens, --, people’, view, full 
##  Topic 4: r, kill, die, two, insurg 
##  Topic 5: turkish, six, oper, sep, arrest 
##  Topic 6: attack, three, bomb, four, polic 
##  Topic 7: _f, nine, offici, civilian, separatist 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, violenc, seven, eight 
##  Topic 11: say, conflict, guerrilla, eur, day 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, hale, turk 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 171 (approx. per word bound = -3.959, relative change = 5.915e-05) 
## ....................................................................................................
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## Completing Iteration 172 (approx. per word bound = -3.958, relative change = 5.883e-05) 
## ....................................................................................................
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## Completing Iteration 173 (approx. per word bound = -3.958, relative change = 5.873e-05) 
## ....................................................................................................
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## Completing Iteration 174 (approx. per word bound = -3.958, relative change = 5.993e-05) 
## ....................................................................................................
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## Completing Iteration 175 (approx. per word bound = -3.958, relative change = 6.023e-05) 
## Topic 1: clash, soldier, fourteen, abduct, sirnak 
##  Topic 2: kurdish, rebel, five, roj, guerrilla 
##  Topic 3: defens, --, people’, view, full 
##  Topic 4: r, kill, die, two, violenc 
##  Topic 5: turkish, six, oper, arrest, detain 
##  Topic 6: attack, three, bomb, four, pkk 
##  Topic 7: _f, nine, offici, civilian, separatist 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, violenc, seven, eight 
##  Topic 11: say, conflict, guerrilla, eur, day 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, hale, turk 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (1 seconds). 
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## Completing Iteration 176 (approx. per word bound = -3.957, relative change = 6.004e-05) 
## ....................................................................................................
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## Completing Iteration 177 (approx. per word bound = -3.957, relative change = 5.753e-05) 
## ....................................................................................................
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## Completing Iteration 178 (approx. per word bound = -3.957, relative change = 5.597e-05) 
## ....................................................................................................
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## Completing Iteration 179 (approx. per word bound = -3.957, relative change = 5.390e-05) 
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## Completing Iteration 180 (approx. per word bound = -3.957, relative change = 5.231e-05) 
## Topic 1: clash, soldier, fourteen, abduct, sirnak 
##  Topic 2: kurdish, rebel, five, roj, guerrilla 
##  Topic 3: defens, --, people’, forc, view 
##  Topic 4: r, kill, die, two, violenc 
##  Topic 5: turkish, six, oper, arrest, detain 
##  Topic 6: attack, three, bomb, four, pkk 
##  Topic 7: _f, nine, offici, civilian, separatist 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, violenc, seven, eight 
##  Topic 11: say, conflict, guerrilla, eur, day 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, hale, turk 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 181 (approx. per word bound = -3.956, relative change = 4.960e-05) 
## ....................................................................................................
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## Completing Iteration 182 (approx. per word bound = -3.956, relative change = 4.736e-05) 
## ....................................................................................................
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## Completing Iteration 183 (approx. per word bound = -3.956, relative change = 4.503e-05) 
## ....................................................................................................
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## Completing Iteration 184 (approx. per word bound = -3.956, relative change = 4.384e-05) 
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## Completing Iteration 185 (approx. per word bound = -3.956, relative change = 4.298e-05) 
## Topic 1: clash, soldier, fourteen, abduct, sirnak 
##  Topic 2: kurdish, rebel, five, roj, guerrilla 
##  Topic 3: defens, --, people’, forc, view 
##  Topic 4: r, kill, die, two, violenc 
##  Topic 5: turkish, six, oper, arrest, detain 
##  Topic 6: attack, three, bomb, four, pkk 
##  Topic 7: _f, nine, offici, civilian, separatist 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, violenc, seven, eight 
##  Topic 11: say, conflict, guerrilla, eur, day 
##  Topic 12: forc, peopl, ararat, agit, devrim 
##  Topic 13: --, terörist, etkisiz, hale, turk 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 186 (approx. per word bound = -3.955, relative change = 4.385e-05) 
## ....................................................................................................
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## Completing Iteration 187 (approx. per word bound = -3.955, relative change = 4.630e-05) 
## ....................................................................................................
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## Completing Iteration 188 (approx. per word bound = -3.955, relative change = 5.114e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 189 (approx. per word bound = -3.955, relative change = 5.432e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 190 (approx. per word bound = -3.955, relative change = 5.214e-05) 
## Topic 1: clash, soldier, fourteen, abduct, sirnak 
##  Topic 2: kurdish, rebel, five, roj, guerrilla 
##  Topic 3: defens, --, people’, forc, view 
##  Topic 4: r, kill, die, violenc, two 
##  Topic 5: turkish, six, oper, arrest, detain 
##  Topic 6: attack, three, bomb, four, pkk 
##  Topic 7: _f, nine, offici, civilian, separatist 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, violenc, eight, seven 
##  Topic 11: say, conflict, guerrilla, eur, day 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, hale, turk 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 191 (approx. per word bound = -3.954, relative change = 5.789e-05) 
## ....................................................................................................
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## Completing Iteration 192 (approx. per word bound = -3.954, relative change = 6.826e-05) 
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## Completing Iteration 193 (approx. per word bound = -3.954, relative change = 8.596e-05) 
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## Completing Iteration 194 (approx. per word bound = -3.953, relative change = 1.097e-04) 
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## Completing Iteration 195 (approx. per word bound = -3.953, relative change = 1.324e-04) 
## Topic 1: clash, soldier, fourteen, abduct, sirnak 
##  Topic 2: kurdish, rebel, five, roj, guerrilla 
##  Topic 3: defens, --, people’, forc, view 
##  Topic 4: r, kill, die, violenc, two 
##  Topic 5: turkish, six, oper, arrest, detain 
##  Topic 6: attack, three, bomb, four, pkk 
##  Topic 7: nine, offici, civilian, separatist, _f 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, violenc, eight, seven 
##  Topic 11: say, conflict, guerrilla, eur, day 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, hale, turk 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 196 (approx. per word bound = -3.952, relative change = 1.481e-04) 
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## Completing Iteration 197 (approx. per word bound = -3.952, relative change = 1.637e-04) 
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## Completing Iteration 198 (approx. per word bound = -3.951, relative change = 1.258e-04) 
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## Completing Iteration 199 (approx. per word bound = -3.951, relative change = 1.023e-04) 
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## Completing Iteration 200 (approx. per word bound = -3.950, relative change = 7.840e-05) 
## Topic 1: clash, soldier, fourteen, abduct, sirnak 
##  Topic 2: kurdish, rebel, five, roj, guerrilla 
##  Topic 3: defens, --, people’, forc, view 
##  Topic 4: r, kill, die, violenc, two 
##  Topic 5: turkish, six, oper, arrest, detain 
##  Topic 6: attack, three, bomb, four, pkk 
##  Topic 7: nine, offici, civilian, separatist, leav 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, seven 
##  Topic 11: say, conflict, guerrilla, eur, day 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, hale, turk 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 201 (approx. per word bound = -3.950, relative change = 6.750e-05) 
## ....................................................................................................
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## Completing Iteration 202 (approx. per word bound = -3.950, relative change = 5.885e-05) 
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## Completing Iteration 203 (approx. per word bound = -3.950, relative change = 5.580e-05) 
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## Completing Iteration 204 (approx. per word bound = -3.949, relative change = 5.452e-05) 
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## Completing Iteration 205 (approx. per word bound = -3.949, relative change = 5.255e-05) 
## Topic 1: clash, soldier, fourteen, abduct, sirnak 
##  Topic 2: kurdish, rebel, five, roj, guerrilla 
##  Topic 3: defens, --, people’, forc, view 
##  Topic 4: r, kill, die, violenc, two 
##  Topic 5: turkish, six, oper, arrest, detain 
##  Topic 6: attack, three, bomb, four, pkk 
##  Topic 7: nine, offici, civilian, separatist, leav 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, seven 
##  Topic 11: say, conflict, guerrilla, eur, armi 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, hale, turk 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 206 (approx. per word bound = -3.949, relative change = 4.990e-05) 
## ....................................................................................................
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## Completing Iteration 207 (approx. per word bound = -3.949, relative change = 4.833e-05) 
## ....................................................................................................
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## Completing Iteration 208 (approx. per word bound = -3.949, relative change = 4.930e-05) 
## ....................................................................................................
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## Completing Iteration 209 (approx. per word bound = -3.948, relative change = 5.219e-05) 
## ....................................................................................................
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## Completing Iteration 210 (approx. per word bound = -3.948, relative change = 5.486e-05) 
## Topic 1: clash, soldier, fourteen, sirnak, abduct 
##  Topic 2: kurdish, rebel, five, roj, guerrilla 
##  Topic 3: defens, --, people’, forc, view 
##  Topic 4: r, kill, violenc, die, two 
##  Topic 5: turkish, six, oper, detain, arrest 
##  Topic 6: attack, three, bomb, four, pkk 
##  Topic 7: nine, offici, civilian, separatist, leav 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, seven 
##  Topic 11: say, conflict, guerrilla, eur, turkey 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, hale, turk 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (1 seconds). 
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## Completing Iteration 211 (approx. per word bound = -3.948, relative change = 5.669e-05) 
## ....................................................................................................
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## Completing Iteration 212 (approx. per word bound = -3.948, relative change = 5.662e-05) 
## ....................................................................................................
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## Completing Iteration 213 (approx. per word bound = -3.948, relative change = 5.492e-05) 
## ....................................................................................................
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## Completing Iteration 214 (approx. per word bound = -3.947, relative change = 5.269e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 215 (approx. per word bound = -3.947, relative change = 5.225e-05) 
## Topic 1: clash, soldier, fourteen, sirnak, twenty-four 
##  Topic 2: kurdish, rebel, five, roj, guerrilla 
##  Topic 3: defens, --, people’, forc, view 
##  Topic 4: r, kill, violenc, die, two 
##  Topic 5: turkish, six, oper, detain, arrest 
##  Topic 6: attack, three, bomb, four, pkk 
##  Topic 7: nine, offici, civilian, separatist, leav 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, seven 
##  Topic 11: say, conflict, guerrilla, eur, turkey 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, hale, turk 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 216 (approx. per word bound = -3.947, relative change = 5.325e-05) 
## ....................................................................................................
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## Completing Iteration 217 (approx. per word bound = -3.947, relative change = 5.741e-05) 
## ....................................................................................................
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## Completing Iteration 218 (approx. per word bound = -3.946, relative change = 6.687e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 219 (approx. per word bound = -3.946, relative change = 8.517e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 220 (approx. per word bound = -3.946, relative change = 8.911e-05) 
## Topic 1: clash, soldier, fourteen, sirnak, twenty-four 
##  Topic 2: kurdish, rebel, five, roj, guerrilla 
##  Topic 3: defens, --, people’, forc, view 
##  Topic 4: r, kill, violenc, die, two 
##  Topic 5: turkish, six, oper, detain, incid 
##  Topic 6: attack, three, bomb, pkk, four 
##  Topic 7: nine, offici, civilian, leav, death 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, seven 
##  Topic 11: say, conflict, turkey, guerrilla, eur 
##  Topic 12: forc, peopl, ararat, agit, yılmaz 
##  Topic 13: --, terörist, etkisiz, hale, turk 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 221 (approx. per word bound = -3.945, relative change = 7.394e-05) 
## ....................................................................................................
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## Completing Iteration 222 (approx. per word bound = -3.945, relative change = 6.931e-05) 
## ....................................................................................................
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## Completing Iteration 223 (approx. per word bound = -3.945, relative change = 5.926e-05) 
## ....................................................................................................
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## Completing Iteration 224 (approx. per word bound = -3.945, relative change = 4.847e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 225 (approx. per word bound = -3.945, relative change = 4.608e-05) 
## Topic 1: clash, soldier, fourteen, twenty-four, sirnak 
##  Topic 2: kurdish, rebel, five, roj, guerrilla 
##  Topic 3: defens, --, people’, forc, view 
##  Topic 4: r, kill, violenc, die, two 
##  Topic 5: turkish, six, oper, detain, incid 
##  Topic 6: attack, three, bomb, pkk, four 
##  Topic 7: nine, offici, civilian, leav, death 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, seven 
##  Topic 11: say, conflict, turkey, guerrilla, eur 
##  Topic 12: forc, peopl, ararat, agit, yılmaz 
##  Topic 13: --, terörist, etkisiz, hale, turk 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 226 (approx. per word bound = -3.944, relative change = 5.341e-05) 
## ....................................................................................................
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## Completing Iteration 227 (approx. per word bound = -3.944, relative change = 5.422e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 228 (approx. per word bound = -3.944, relative change = 5.176e-05) 
## ....................................................................................................
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## Completing Iteration 229 (approx. per word bound = -3.944, relative change = 4.899e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 230 (approx. per word bound = -3.944, relative change = 4.609e-05) 
## Topic 1: clash, soldier, twenty-four, fourteen, sirnak 
##  Topic 2: kurdish, rebel, five, roj, guerrilla 
##  Topic 3: defens, --, people’, forc, view 
##  Topic 4: r, kill, violenc, die, two 
##  Topic 5: turkish, six, oper, detain, incid 
##  Topic 6: attack, three, bomb, pkk, four 
##  Topic 7: nine, offici, civilian, leav, provinc 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, seven 
##  Topic 11: say, conflict, turkey, eur, guerrilla 
##  Topic 12: forc, peopl, ararat, agit, yılmaz 
##  Topic 13: --, terörist, etkisiz, hale, turk 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 231 (approx. per word bound = -3.943, relative change = 4.182e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 232 (approx. per word bound = -3.943, relative change = 3.936e-05) 
## ....................................................................................................
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## Completing Iteration 233 (approx. per word bound = -3.943, relative change = 3.745e-05) 
## ....................................................................................................
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## Completing Iteration 234 (approx. per word bound = -3.943, relative change = 3.672e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 235 (approx. per word bound = -3.943, relative change = 3.535e-05) 
## Topic 1: clash, soldier, twenty-four, fourteen, deni 
##  Topic 2: kurdish, rebel, five, roj, guerrilla 
##  Topic 3: defens, --, people’, forc, view 
##  Topic 4: r, kill, violenc, die, two 
##  Topic 5: turkish, six, oper, detain, incid 
##  Topic 6: attack, three, bomb, pkk, four 
##  Topic 7: nine, offici, civilian, leav, provinc 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, seven 
##  Topic 11: say, turkey, conflict, eur, guerrilla 
##  Topic 12: forc, peopl, ararat, agit, yılmaz 
##  Topic 13: --, terörist, etkisiz, hale, turk 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 236 (approx. per word bound = -3.943, relative change = 3.242e-05) 
## ....................................................................................................
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## Completing Iteration 237 (approx. per word bound = -3.943, relative change = 3.054e-05) 
## ....................................................................................................
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## Completing Iteration 238 (approx. per word bound = -3.942, relative change = 2.925e-05) 
## ....................................................................................................
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## Completing Iteration 239 (approx. per word bound = -3.942, relative change = 3.299e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 240 (approx. per word bound = -3.942, relative change = 4.039e-05) 
## Topic 1: clash, soldier, twenty-four, deni, fourteen 
##  Topic 2: kurdish, rebel, five, roj, guerrilla 
##  Topic 3: defens, --, people’, forc, view 
##  Topic 4: r, kill, violenc, die, two 
##  Topic 5: turkish, six, oper, detain, incid 
##  Topic 6: attack, three, bomb, pkk, four 
##  Topic 7: nine, offici, civilian, provinc, leav 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, seven 
##  Topic 11: say, turkey, conflict, eur, guerrilla 
##  Topic 12: forc, peopl, ararat, agit, yılmaz 
##  Topic 13: --, terörist, etkisiz, hale, turk 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 241 (approx. per word bound = -3.942, relative change = 4.699e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 242 (approx. per word bound = -3.942, relative change = 4.432e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 243 (approx. per word bound = -3.942, relative change = 3.236e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 244 (approx. per word bound = -3.942, relative change = 2.588e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 245 (approx. per word bound = -3.942, relative change = 2.382e-05) 
## Topic 1: clash, soldier, twenty-four, deni, recent 
##  Topic 2: kurdish, rebel, five, roj, guerrilla 
##  Topic 3: defens, --, people’, forc, view 
##  Topic 4: r, kill, violenc, die, two 
##  Topic 5: turkish, six, oper, detain, incid 
##  Topic 6: attack, three, bomb, pkk, four 
##  Topic 7: nine, offici, civilian, provinc, near 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, seven 
##  Topic 11: say, turkey, conflict, eur, guerrilla 
##  Topic 12: forc, peopl, ararat, agit, yılmaz 
##  Topic 13: --, terörist, etkisiz, hale, turk 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 246 (approx. per word bound = -3.941, relative change = 2.304e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 247 (approx. per word bound = -3.941, relative change = 2.293e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 248 (approx. per word bound = -3.941, relative change = 2.304e-05) 
## ....................................................................................................
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## Completing Iteration 249 (approx. per word bound = -3.941, relative change = 2.323e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 250 (approx. per word bound = -3.941, relative change = 2.366e-05) 
## Topic 1: clash, soldier, twenty-four, deni, recent 
##  Topic 2: kurdish, rebel, five, roj, guerrilla 
##  Topic 3: defens, --, people’, forc, view 
##  Topic 4: r, kill, violenc, die, two 
##  Topic 5: turkish, six, oper, detain, incid 
##  Topic 6: attack, three, bomb, pkk, four 
##  Topic 7: nine, offici, civilian, near, provinc 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, seven 
##  Topic 11: say, turkey, conflict, eur, guerrilla 
##  Topic 12: forc, peopl, ararat, agit, yılmaz 
##  Topic 13: --, terörist, etkisiz, hale, turk 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 251 (approx. per word bound = -3.941, relative change = 2.426e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 252 (approx. per word bound = -3.941, relative change = 2.444e-05) 
## ....................................................................................................
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## Completing Iteration 253 (approx. per word bound = -3.941, relative change = 2.494e-05) 
## ....................................................................................................
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## Completing Iteration 254 (approx. per word bound = -3.941, relative change = 2.409e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 255 (approx. per word bound = -3.941, relative change = 2.365e-05) 
## Topic 1: clash, soldier, twenty-four, deni, recent 
##  Topic 2: kurdish, rebel, five, roj, guerrilla 
##  Topic 3: defens, --, people’, forc, view 
##  Topic 4: r, kill, violenc, die, two 
##  Topic 5: turkish, six, oper, detain, incid 
##  Topic 6: attack, three, bomb, pkk, four 
##  Topic 7: nine, offici, civilian, near, provinc 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, six 
##  Topic 11: say, turkey, conflict, eur, guerrilla 
##  Topic 12: forc, peopl, ararat, agit, yılmaz 
##  Topic 13: --, terörist, etkisiz, hale, turk 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 256 (approx. per word bound = -3.940, relative change = 2.253e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 257 (approx. per word bound = -3.940, relative change = 2.223e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 258 (approx. per word bound = -3.940, relative change = 2.229e-05) 
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## Completing Iteration 260 (approx. per word bound = -3.940, relative change = 2.517e-05) 
## Topic 1: clash, soldier, twenty-four, deni, recent 
##  Topic 2: kurdish, rebel, five, roj, guerrilla 
##  Topic 3: defens, --, people’, forc, view 
##  Topic 4: r, kill, violenc, die, two 
##  Topic 5: turkish, six, oper, detain, incid 
##  Topic 6: attack, three, bomb, pkk, four 
##  Topic 7: nine, offici, civilian, near, provinc 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, six 
##  Topic 11: say, turkey, conflict, eur, guerrilla 
##  Topic 12: forc, peopl, ararat, agit, yılmaz 
##  Topic 13: --, terörist, etkisiz, hale, turk 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 261 (approx. per word bound = -3.940, relative change = 2.775e-05) 
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## Completing Iteration 265 (approx. per word bound = -3.939, relative change = 5.020e-05) 
## Topic 1: clash, soldier, twenty-four, deni, recent 
##  Topic 2: kurdish, rebel, five, roj, die 
##  Topic 3: defens, --, people’, forc, view 
##  Topic 4: r, kill, violenc, die, two 
##  Topic 5: turkish, six, oper, detain, incid 
##  Topic 6: attack, three, bomb, pkk, four 
##  Topic 7: nine, offici, civilian, provinc, near 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, six 
##  Topic 11: say, turkey, conflict, eur, guerrilla 
##  Topic 12: forc, peopl, ararat, agit, devrim 
##  Topic 13: --, terörist, etkisiz, hale, turk 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 266 (approx. per word bound = -3.939, relative change = 5.825e-05) 
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## Completing Iteration 270 (approx. per word bound = -3.939, relative change = 2.532e-05) 
## Topic 1: clash, soldier, twenty-four, deni, recent 
##  Topic 2: kurdish, rebel, five, die, roj 
##  Topic 3: defens, --, people’, forc, view 
##  Topic 4: r, kill, violenc, two, die 
##  Topic 5: turkish, six, oper, detain, incid 
##  Topic 6: attack, three, bomb, pkk, four 
##  Topic 7: nine, offici, civilian, provinc, near 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, six 
##  Topic 11: say, turkey, conflict, eur, guerrilla 
##  Topic 12: forc, peopl, ararat, agit, devrim 
##  Topic 13: --, terörist, etkisiz, hale, turk 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 271 (approx. per word bound = -3.939, relative change = 2.392e-05) 
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## Completing Iteration 275 (approx. per word bound = -3.938, relative change = 2.260e-05) 
## Topic 1: clash, soldier, twenty-four, recent, deni 
##  Topic 2: kurdish, rebel, five, die, roj 
##  Topic 3: defens, --, people’, forc, view 
##  Topic 4: r, kill, violenc, two, die 
##  Topic 5: turkish, six, oper, detain, incid 
##  Topic 6: attack, three, pkk, bomb, four 
##  Topic 7: nine, offici, civilian, provinc, near 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, six 
##  Topic 11: say, turkey, conflict, eur, guerrilla 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, hale, turk 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 276 (approx. per word bound = -3.938, relative change = 2.267e-05) 
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## Completing Iteration 280 (approx. per word bound = -3.938, relative change = 2.057e-05) 
## Topic 1: clash, soldier, twenty-four, recent, deni 
##  Topic 2: kurdish, rebel, five, die, roj 
##  Topic 3: defens, --, people’, forc, view 
##  Topic 4: r, kill, violenc, two, die 
##  Topic 5: turkish, six, oper, detain, incid 
##  Topic 6: attack, three, pkk, bomb, four 
##  Topic 7: nine, offici, civilian, provinc, near 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, six 
##  Topic 11: say, turkey, conflict, eur, guerrilla 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, hale, turk 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 281 (approx. per word bound = -3.938, relative change = 1.954e-05) 
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## ....................................................................................................
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## Completing Iteration 283 (approx. per word bound = -3.937, relative change = 1.893e-05) 
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## Completing Iteration 284 (approx. per word bound = -3.937, relative change = 1.887e-05) 
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## Completing Iteration 285 (approx. per word bound = -3.937, relative change = 1.899e-05) 
## Topic 1: clash, soldier, twenty-four, recent, two 
##  Topic 2: kurdish, rebel, five, die, roj 
##  Topic 3: defens, --, people’, forc, view 
##  Topic 4: r, kill, violenc, two, die 
##  Topic 5: turkish, six, oper, detain, incid 
##  Topic 6: attack, three, pkk, bomb, four 
##  Topic 7: nine, offici, civilian, provinc, near 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, six 
##  Topic 11: say, turkey, conflict, eur, guerrilla 
##  Topic 12: forc, peopl, ararat, agit, devrim 
##  Topic 13: --, terörist, etkisiz, hale, getirildi 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 286 (approx. per word bound = -3.937, relative change = 1.931e-05) 
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## Completing Iteration 287 (approx. per word bound = -3.937, relative change = 2.023e-05) 
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## Completing Iteration 288 (approx. per word bound = -3.937, relative change = 2.099e-05) 
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## Completing Iteration 289 (approx. per word bound = -3.937, relative change = 2.137e-05) 
## ....................................................................................................
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## Completing Iteration 290 (approx. per word bound = -3.937, relative change = 2.150e-05) 
## Topic 1: clash, soldier, twenty-four, recent, two 
##  Topic 2: kurdish, rebel, five, die, roj 
##  Topic 3: defens, --, people’, forc, view 
##  Topic 4: r, kill, violenc, two, die 
##  Topic 5: turkish, six, oper, detain, incid 
##  Topic 6: attack, three, pkk, bomb, four 
##  Topic 7: nine, offici, civilian, provinc, near 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, six 
##  Topic 11: say, turkey, conflict, eur, guerrilla 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, hale, getirildi 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 291 (approx. per word bound = -3.937, relative change = 2.243e-05) 
## ....................................................................................................
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## Completing Iteration 292 (approx. per word bound = -3.937, relative change = 2.184e-05) 
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## Completing Iteration 293 (approx. per word bound = -3.937, relative change = 2.315e-05) 
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## Completing Iteration 294 (approx. per word bound = -3.937, relative change = 2.500e-05) 
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## Completing Iteration 295 (approx. per word bound = -3.936, relative change = 2.663e-05) 
## Topic 1: clash, soldier, twenty-four, recent, two 
##  Topic 2: kurdish, rebel, five, die, roj 
##  Topic 3: defens, --, people’, forc, view 
##  Topic 4: r, kill, violenc, two, die 
##  Topic 5: turkish, six, oper, detain, incid 
##  Topic 6: attack, three, pkk, bomb, four 
##  Topic 7: nine, offici, civilian, provinc, near 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, six 
##  Topic 11: say, turkey, conflict, eur, guerrilla 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, hale, getirildi 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 296 (approx. per word bound = -3.936, relative change = 2.743e-05) 
## ....................................................................................................
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## Completing Iteration 297 (approx. per word bound = -3.936, relative change = 2.680e-05) 
## ....................................................................................................
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## Completing Iteration 298 (approx. per word bound = -3.936, relative change = 2.578e-05) 
## ....................................................................................................
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## Completing Iteration 299 (approx. per word bound = -3.936, relative change = 2.415e-05) 
## ....................................................................................................
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## Completing Iteration 300 (approx. per word bound = -3.936, relative change = 2.382e-05) 
## Topic 1: clash, soldier, twenty-four, recent, two 
##  Topic 2: kurdish, rebel, five, die, roj 
##  Topic 3: defens, --, people’, forc, view 
##  Topic 4: r, kill, violenc, two, die 
##  Topic 5: turkish, six, oper, detain, incid 
##  Topic 6: attack, three, pkk, bomb, four 
##  Topic 7: nine, offici, civilian, provinc, near 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, six 
##  Topic 11: say, turkey, conflict, eur, guerrilla 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, hale, getirildi 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 301 (approx. per word bound = -3.936, relative change = 2.320e-05) 
## ....................................................................................................
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## Completing Iteration 302 (approx. per word bound = -3.936, relative change = 2.264e-05) 
## ....................................................................................................
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## Completing Iteration 303 (approx. per word bound = -3.936, relative change = 2.160e-05) 
## ....................................................................................................
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## Completing Iteration 304 (approx. per word bound = -3.936, relative change = 2.057e-05) 
## ....................................................................................................
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## Completing Iteration 305 (approx. per word bound = -3.936, relative change = 2.085e-05) 
## Topic 1: clash, soldier, twenty-four, recent, two 
##  Topic 2: kurdish, rebel, five, die, roj 
##  Topic 3: defens, --, people’, forc, view 
##  Topic 4: r, kill, violenc, two, die 
##  Topic 5: turkish, six, oper, detain, incid 
##  Topic 6: attack, three, pkk, bomb, four 
##  Topic 7: nine, offici, civilian, provinc, near 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, six 
##  Topic 11: say, turkey, conflict, eur, guerrilla 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, hale, getirildi 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 306 (approx. per word bound = -3.935, relative change = 2.105e-05) 
## ....................................................................................................
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## Completing Iteration 307 (approx. per word bound = -3.935, relative change = 2.198e-05) 
## ....................................................................................................
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## Completing Iteration 308 (approx. per word bound = -3.935, relative change = 2.282e-05) 
## ....................................................................................................
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## Completing Iteration 309 (approx. per word bound = -3.935, relative change = 2.412e-05) 
## ....................................................................................................
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## Completing Iteration 310 (approx. per word bound = -3.935, relative change = 2.625e-05) 
## Topic 1: clash, soldier, twenty-four, recent, two 
##  Topic 2: kurdish, rebel, five, die, roj 
##  Topic 3: defens, --, people’, forc, view 
##  Topic 4: r, kill, violenc, two, die 
##  Topic 5: turkish, six, oper, detain, seiz 
##  Topic 6: attack, three, pkk, bomb, four 
##  Topic 7: nine, offici, civilian, provinc, near 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, six 
##  Topic 11: say, turkey, conflict, eur, guerrilla 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, hale, getirildi 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 311 (approx. per word bound = -3.935, relative change = 2.904e-05) 
## ....................................................................................................
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## Completing Iteration 312 (approx. per word bound = -3.935, relative change = 2.933e-05) 
## ....................................................................................................
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## Completing Iteration 313 (approx. per word bound = -3.935, relative change = 2.611e-05) 
## ....................................................................................................
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## Completing Iteration 314 (approx. per word bound = -3.935, relative change = 2.319e-05) 
## ....................................................................................................
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## Completing Iteration 315 (approx. per word bound = -3.935, relative change = 2.174e-05) 
## Topic 1: clash, soldier, twenty-four, recent, two 
##  Topic 2: kurdish, rebel, five, die, roj 
##  Topic 3: defens, --, forc, people’, view 
##  Topic 4: r, kill, violenc, two, seven 
##  Topic 5: turkish, six, oper, detain, seiz 
##  Topic 6: attack, three, pkk, bomb, four 
##  Topic 7: nine, offici, civilian, provinc, near 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, six 
##  Topic 11: say, turkey, conflict, eur, guerrilla 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, hale, getirildi 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 316 (approx. per word bound = -3.934, relative change = 2.123e-05) 
## ....................................................................................................
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## Completing Iteration 317 (approx. per word bound = -3.934, relative change = 2.066e-05) 
## ....................................................................................................
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## Completing Iteration 318 (approx. per word bound = -3.934, relative change = 2.010e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 319 (approx. per word bound = -3.934, relative change = 2.005e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 320 (approx. per word bound = -3.934, relative change = 2.019e-05) 
## Topic 1: clash, soldier, twenty-four, recent, two 
##  Topic 2: kurdish, rebel, five, die, roj 
##  Topic 3: defens, --, forc, people’, view 
##  Topic 4: r, kill, violenc, two, seven 
##  Topic 5: turkish, six, oper, detain, seiz 
##  Topic 6: attack, three, pkk, bomb, four 
##  Topic 7: nine, offici, civilian, provinc, near 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, six 
##  Topic 11: say, turkey, conflict, eur, guerrilla 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, hale, getirildi 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 321 (approx. per word bound = -3.934, relative change = 2.017e-05) 
## ....................................................................................................
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## Completing Iteration 322 (approx. per word bound = -3.934, relative change = 2.123e-05) 
## ....................................................................................................
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## Completing Iteration 323 (approx. per word bound = -3.934, relative change = 2.393e-05) 
## ....................................................................................................
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## Completing Iteration 324 (approx. per word bound = -3.934, relative change = 3.120e-05) 
## ....................................................................................................
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## Completing Iteration 325 (approx. per word bound = -3.934, relative change = 4.527e-05) 
## Topic 1: clash, soldier, twenty-four, recent, two 
##  Topic 2: kurdish, rebel, five, die, roj 
##  Topic 3: defens, --, forc, people’, view 
##  Topic 4: r, kill, violenc, two, seven 
##  Topic 5: turkish, six, oper, detain, seiz 
##  Topic 6: attack, three, pkk, bomb, four 
##  Topic 7: nine, offici, civilian, provinc, near 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, six 
##  Topic 11: say, turkey, conflict, eur, guerrilla 
##  Topic 12: forc, peopl, ararat, agit, devrim 
##  Topic 13: --, terörist, etkisiz, hale, getirildi 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 326 (approx. per word bound = -3.933, relative change = 3.817e-05) 
## ....................................................................................................
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## Completing Iteration 327 (approx. per word bound = -3.933, relative change = 2.293e-05) 
## ....................................................................................................
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## Completing Iteration 328 (approx. per word bound = -3.933, relative change = 2.245e-05) 
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## Completing Iteration 329 (approx. per word bound = -3.933, relative change = 2.409e-05) 
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## Completing Iteration 330 (approx. per word bound = -3.933, relative change = 2.711e-05) 
## Topic 1: clash, soldier, twenty-four, recent, two 
##  Topic 2: kurdish, rebel, five, die, roj 
##  Topic 3: defens, --, forc, people’, view 
##  Topic 4: r, kill, violenc, two, seven 
##  Topic 5: turkish, six, oper, detain, seiz 
##  Topic 6: attack, three, pkk, bomb, four 
##  Topic 7: nine, offici, civilian, provinc, near 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, six 
##  Topic 11: say, turkey, conflict, eur, guerrilla 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, hale, getirildi 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 331 (approx. per word bound = -3.933, relative change = 2.847e-05) 
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## Completing Iteration 332 (approx. per word bound = -3.933, relative change = 2.764e-05) 
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## Completing Iteration 335 (approx. per word bound = -3.933, relative change = 2.377e-05) 
## Topic 1: clash, soldier, twenty-four, recent, two 
##  Topic 2: kurdish, rebel, five, die, roj 
##  Topic 3: defens, --, forc, people’, view 
##  Topic 4: r, kill, violenc, two, seven 
##  Topic 5: turkish, six, oper, detain, seiz 
##  Topic 6: attack, three, pkk, bomb, four 
##  Topic 7: nine, offici, civilian, provinc, near 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, fresh 
##  Topic 11: say, turkey, conflict, eur, guerrilla 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, hale, getirildi 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 336 (approx. per word bound = -3.932, relative change = 2.407e-05) 
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## Completing Iteration 340 (approx. per word bound = -3.932, relative change = 2.391e-05) 
## Topic 1: clash, soldier, twenty-four, recent, two 
##  Topic 2: kurdish, rebel, five, die, roj 
##  Topic 3: defens, --, forc, people’, view 
##  Topic 4: r, kill, violenc, two, seven 
##  Topic 5: turkish, six, oper, detain, seiz 
##  Topic 6: attack, three, pkk, bomb, four 
##  Topic 7: nine, offici, civilian, provinc, near 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, fresh 
##  Topic 11: say, turkey, conflict, kurdish, eur 
##  Topic 12: forc, peopl, ararat, agit, devrim 
##  Topic 13: --, terörist, etkisiz, hale, getirildi 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 345 (approx. per word bound = -3.931, relative change = 6.443e-05) 
## Topic 1: clash, soldier, twenty-four, recent, two 
##  Topic 2: kurdish, rebel, five, die, roj 
##  Topic 3: defens, --, forc, people’, view 
##  Topic 4: r, kill, violenc, two, seven 
##  Topic 5: turkish, six, oper, detain, seiz 
##  Topic 6: attack, three, pkk, bomb, four 
##  Topic 7: nine, offici, civilian, provinc, near 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, fresh 
##  Topic 11: say, turkey, conflict, kurdish, eur 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, hale, getirildi 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 350 (approx. per word bound = -3.931, relative change = 1.995e-05) 
## Topic 1: clash, soldier, twenty-four, recent, two 
##  Topic 2: kurdish, rebel, five, die, roj 
##  Topic 3: --, defens, forc, people’, view 
##  Topic 4: r, kill, violenc, two, seven 
##  Topic 5: turkish, six, oper, detain, seiz 
##  Topic 6: attack, three, pkk, bomb, four 
##  Topic 7: nine, offici, civilian, provinc, near 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, fresh 
##  Topic 11: say, turkey, kurdish, conflict, eur 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, hale, getirildi 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 351 (approx. per word bound = -3.931, relative change = 2.075e-05) 
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## Completing Iteration 353 (approx. per word bound = -3.931, relative change = 2.117e-05) 
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## Completing Iteration 354 (approx. per word bound = -3.931, relative change = 1.986e-05) 
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## Completing Iteration 355 (approx. per word bound = -3.930, relative change = 1.929e-05) 
## Topic 1: clash, soldier, twenty-four, recent, separatist 
##  Topic 2: kurdish, rebel, five, die, six 
##  Topic 3: --, defens, forc, people’, view 
##  Topic 4: r, kill, violenc, two, seven 
##  Topic 5: turkish, six, oper, detain, seiz 
##  Topic 6: attack, three, pkk, bomb, four 
##  Topic 7: nine, offici, civilian, provinc, near 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, fresh 
##  Topic 11: say, turkey, kurdish, conflict, eur 
##  Topic 12: forc, peopl, ararat, agit, devrim 
##  Topic 13: --, terörist, etkisiz, hale, getirildi 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 356 (approx. per word bound = -3.930, relative change = 1.767e-05) 
## ....................................................................................................
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## Completing Iteration 357 (approx. per word bound = -3.930, relative change = 1.740e-05) 
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## Completing Iteration 358 (approx. per word bound = -3.930, relative change = 1.666e-05) 
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## Completing Iteration 359 (approx. per word bound = -3.930, relative change = 1.656e-05) 
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## Completing Iteration 360 (approx. per word bound = -3.930, relative change = 1.680e-05) 
## Topic 1: clash, soldier, twenty-four, recent, separatist 
##  Topic 2: kurdish, rebel, five, die, six 
##  Topic 3: --, defens, forc, people’, view 
##  Topic 4: r, kill, violenc, two, seven 
##  Topic 5: turkish, six, detain, oper, seiz 
##  Topic 6: attack, three, pkk, bomb, four 
##  Topic 7: nine, offici, civilian, provinc, near 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, fresh 
##  Topic 11: say, turkey, kurdish, conflict, eur 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, hale, getirildi 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 361 (approx. per word bound = -3.930, relative change = 1.682e-05) 
## ....................................................................................................
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## Completing Iteration 362 (approx. per word bound = -3.930, relative change = 1.761e-05) 
## ....................................................................................................
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## Completing Iteration 363 (approx. per word bound = -3.930, relative change = 1.759e-05) 
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## Completing Iteration 364 (approx. per word bound = -3.930, relative change = 1.777e-05) 
## ....................................................................................................
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## Completing Iteration 365 (approx. per word bound = -3.930, relative change = 1.859e-05) 
## Topic 1: clash, soldier, twenty-four, separatist, recent 
##  Topic 2: kurdish, rebel, five, die, six 
##  Topic 3: --, defens, forc, people’, view 
##  Topic 4: r, kill, violenc, two, seven 
##  Topic 5: turkish, six, detain, seiz, hakkari 
##  Topic 6: attack, three, pkk, bomb, four 
##  Topic 7: nine, offici, civilian, provinc, near 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, fresh 
##  Topic 11: say, turkey, kurdish, conflict, eur 
##  Topic 12: forc, peopl, ararat, agit, tolhıldan 
##  Topic 13: --, terörist, etkisiz, hale, getirildi 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 366 (approx. per word bound = -3.930, relative change = 2.061e-05) 
## ....................................................................................................
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## Completing Iteration 367 (approx. per word bound = -3.930, relative change = 2.115e-05) 
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## Completing Iteration 368 (approx. per word bound = -3.930, relative change = 2.248e-05) 
## ....................................................................................................
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## Completing Iteration 369 (approx. per word bound = -3.929, relative change = 2.147e-05) 
## ....................................................................................................
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## Completing Iteration 370 (approx. per word bound = -3.929, relative change = 2.127e-05) 
## Topic 1: clash, soldier, separatist, twenty-four, recent 
##  Topic 2: kurdish, rebel, five, die, six 
##  Topic 3: --, defens, forc, people’, view 
##  Topic 4: r, kill, violenc, two, seven 
##  Topic 5: turkish, six, detain, seiz, hakkari 
##  Topic 6: attack, three, pkk, bomb, four 
##  Topic 7: nine, offici, civilian, provinc, near 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, fresh 
##  Topic 11: say, turkey, kurdish, conflict, eur 
##  Topic 12: forc, peopl, ararat, agit, botan 
##  Topic 13: --, terörist, etkisiz, hale, getirildi 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 371 (approx. per word bound = -3.929, relative change = 1.968e-05) 
## ....................................................................................................
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## Completing Iteration 372 (approx. per word bound = -3.929, relative change = 1.808e-05) 
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## Completing Iteration 373 (approx. per word bound = -3.929, relative change = 1.607e-05) 
## ....................................................................................................
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## Completing Iteration 374 (approx. per word bound = -3.929, relative change = 1.494e-05) 
## ....................................................................................................
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## Completing Iteration 375 (approx. per word bound = -3.929, relative change = 1.406e-05) 
## Topic 1: clash, soldier, separatist, twenty-four, recent 
##  Topic 2: kurdish, rebel, five, die, six 
##  Topic 3: --, defens, forc, people’, view 
##  Topic 4: r, kill, violenc, two, seven 
##  Topic 5: turkish, six, detain, seiz, hakkari 
##  Topic 6: attack, three, pkk, bomb, four 
##  Topic 7: nine, offici, civilian, provinc, near 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, fresh 
##  Topic 11: say, turkey, kurdish, conflict, eur 
##  Topic 12: forc, peopl, ararat, botan, agit 
##  Topic 13: --, terörist, etkisiz, hale, getirildi 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 376 (approx. per word bound = -3.929, relative change = 1.448e-05) 
## ....................................................................................................
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## Completing Iteration 377 (approx. per word bound = -3.929, relative change = 1.450e-05) 
## ....................................................................................................
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## Completing Iteration 378 (approx. per word bound = -3.929, relative change = 1.464e-05) 
## ....................................................................................................
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## Completing Iteration 379 (approx. per word bound = -3.929, relative change = 1.388e-05) 
## ....................................................................................................
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## Completing Iteration 380 (approx. per word bound = -3.929, relative change = 1.333e-05) 
## Topic 1: clash, soldier, separatist, twenty-four, recent 
##  Topic 2: kurdish, rebel, five, die, six 
##  Topic 3: --, defens, forc, people’, view 
##  Topic 4: r, kill, violenc, two, seven 
##  Topic 5: turkish, six, detain, seiz, hakkari 
##  Topic 6: attack, three, pkk, bomb, four 
##  Topic 7: nine, offici, civilian, provinc, near 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, fresh 
##  Topic 11: say, turkey, kurdish, conflict, eur 
##  Topic 12: forc, peopl, ararat, botan, agit 
##  Topic 13: --, terörist, etkisiz, hale, getirildi 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 381 (approx. per word bound = -3.929, relative change = 1.313e-05) 
## ....................................................................................................
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## Completing Iteration 382 (approx. per word bound = -3.929, relative change = 1.331e-05) 
## ....................................................................................................
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## Completing Iteration 383 (approx. per word bound = -3.929, relative change = 1.284e-05) 
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## Completing Iteration 384 (approx. per word bound = -3.929, relative change = 1.276e-05) 
## ....................................................................................................
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## Completing Iteration 385 (approx. per word bound = -3.929, relative change = 1.281e-05) 
## Topic 1: clash, soldier, separatist, twenty-four, recent 
##  Topic 2: kurdish, rebel, five, die, six 
##  Topic 3: --, defens, forc, people’, view 
##  Topic 4: r, kill, violenc, two, seven 
##  Topic 5: turkish, six, detain, seiz, hakkari 
##  Topic 6: attack, three, pkk, bomb, four 
##  Topic 7: nine, offici, civilian, provinc, near 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, fresh 
##  Topic 11: say, turkey, kurdish, conflict, kill 
##  Topic 12: forc, peopl, ararat, botan, muham 
##  Topic 13: --, terörist, etkisiz, hale, getirildi 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
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## Completing Iteration 386 (approx. per word bound = -3.928, relative change = 1.185e-05) 
## ....................................................................................................
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## Completing Iteration 387 (approx. per word bound = -3.928, relative change = 1.219e-05) 
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## Completing Iteration 388 (approx. per word bound = -3.928, relative change = 1.174e-05) 
## ....................................................................................................
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## Completing Iteration 389 (approx. per word bound = -3.928, relative change = 1.189e-05) 
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## Completing Iteration 390 (approx. per word bound = -3.928, relative change = 1.224e-05) 
## Topic 1: clash, soldier, separatist, twenty-four, recent 
##  Topic 2: kurdish, rebel, five, die, six 
##  Topic 3: --, defens, forc, people’, view 
##  Topic 4: r, kill, violenc, two, seven 
##  Topic 5: turkish, six, detain, seiz, hakkari 
##  Topic 6: attack, three, pkk, bomb, four 
##  Topic 7: nine, offici, civilian, provinc, near 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, fresh 
##  Topic 11: say, turkey, kurdish, conflict, kill 
##  Topic 12: forc, peopl, ararat, botan, muham 
##  Topic 13: --, terörist, etkisiz, hale, getirildi 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 391 (approx. per word bound = -3.928, relative change = 1.238e-05) 
## ....................................................................................................
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## Completing Iteration 392 (approx. per word bound = -3.928, relative change = 1.268e-05) 
## ....................................................................................................
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## Completing Iteration 393 (approx. per word bound = -3.928, relative change = 1.317e-05) 
## ....................................................................................................
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## Completing Iteration 394 (approx. per word bound = -3.928, relative change = 1.194e-05) 
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## Completing Iteration 395 (approx. per word bound = -3.928, relative change = 1.191e-05) 
## Topic 1: clash, soldier, separatist, twenty-four, recent 
##  Topic 2: kurdish, rebel, five, die, six 
##  Topic 3: --, defens, forc, people’, view 
##  Topic 4: r, kill, violenc, two, seven 
##  Topic 5: turkish, six, detain, seiz, hakkari 
##  Topic 6: attack, three, pkk, bomb, four 
##  Topic 7: nine, offici, civilian, provinc, near 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, fresh 
##  Topic 11: say, turkey, kurdish, conflict, kill 
##  Topic 12: forc, peopl, ararat, botan, muham 
##  Topic 13: --, terörist, etkisiz, hale, getirildi 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 396 (approx. per word bound = -3.928, relative change = 1.190e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 397 (approx. per word bound = -3.928, relative change = 1.259e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 398 (approx. per word bound = -3.928, relative change = 1.177e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 399 (approx. per word bound = -3.928, relative change = 1.143e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 400 (approx. per word bound = -3.928, relative change = 1.100e-05) 
## Topic 1: clash, soldier, separatist, twenty-four, recent 
##  Topic 2: kurdish, rebel, five, die, six 
##  Topic 3: --, defens, forc, people’, view 
##  Topic 4: r, kill, violenc, two, seven 
##  Topic 5: turkish, six, detain, seiz, sanliurfa 
##  Topic 6: attack, three, pkk, bomb, four 
##  Topic 7: nine, offici, civilian, provinc, near 
##  Topic 8: --, kill, soldier, two, european 
##  Topic 9: kill, ankara, terrorist, f, secur 
##  Topic 10: turkey, kill, eight, violenc, fresh 
##  Topic 11: say, turkey, kurdish, conflict, kill 
##  Topic 12: forc, peopl, ararat, botan, muham 
##  Topic 13: --, terörist, etkisiz, hale, getirildi 
##  Topic 14: rebel, kurd, troop, dead, turk 
##  Topic 15: --, milit, turkish, kill, iraq 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 401 (approx. per word bound = -3.928, relative change = 1.099e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 402 (approx. per word bound = -3.928, relative change = 1.052e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ................
##   Recovering initialization...
##      ..................
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -5.092) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.782, relative change = 6.088e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.609, relative change = 3.628e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.496, relative change = 2.448e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.417, relative change = 1.762e-02) 
## Topic 1: r, kurdish, armi, offic, provinc 
##  Topic 2: kurd, attack, least, kurdish-link, eighteen 
##  Topic 3: forc, european, middl, leader, defens 
##  Topic 4: --, troop, violenc, four, roj 
##  Topic 5: peopl, defens, jun, turkish, ozgur 
##  Topic 6: kill, ankara, anatolia, five, _f 
##  Topic 7: --, milit, kurdish, turkish, iraq 
##  Topic 8: three, militari, --, turkish, target 
##  Topic 9: turkey, kill, terrorist, secur, oper 
##  Topic 10: f, soldier, ankara, six, dead 
##  Topic 11: clash, kill, two, die, ten 
##  Topic 12: --, soldier, bomb, kill, kurdish 
##  Topic 13: people’, defens, blast, kill, separatist 
##  Topic 14: say, pkk, one, turkish, strike 
##  Topic 15: rebel, turkish, kill, seven, eight 
##  Topic 16: turkish, pkk, rebel, five, general 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.363, relative change = 1.212e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.322, relative change = 9.451e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.288, relative change = 7.806e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.258, relative change = 7.102e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.230, relative change = 6.405e-03) 
## Topic 1: r, kurdish, armi, offic, provinc 
##  Topic 2: kurd, attack, least, kurdish-link, eighteen 
##  Topic 3: forc, european, middl, leader, curfew 
##  Topic 4: troop, four, violenc, roj, -- 
##  Topic 5: peopl, defens, ozgur, view, profil 
##  Topic 6: ankara, terrorist, kill, anatolia, five 
##  Topic 7: --, milit, kurdish, kill, turkish 
##  Topic 8: three, militari, --, turkish, hit 
##  Topic 9: turkey, kill, secur, oper, polic 
##  Topic 10: f, soldier, dead, six, turk 
##  Topic 11: clash, kill, two, die, ten 
##  Topic 12: --, soldier, bomb, kill, explos 
##  Topic 13: defens, people’, blast, iraqi, separatist 
##  Topic 14: say, one, strike, air, pkk 
##  Topic 15: rebel, turkish, kill, seven, eight 
##  Topic 16: turkish, pkk, five, general, governor 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.208, relative change = 5.274e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.190, relative change = 4.375e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.174, relative change = 3.793e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.160, relative change = 3.386e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.147, relative change = 3.153e-03) 
## Topic 1: r, kurdish, die, offic, ambush 
##  Topic 2: kurd, attack, kurdish-link, raid, lose 
##  Topic 3: forc, european, curfew, leader, late 
##  Topic 4: troop, four, violenc, roj, death 
##  Topic 5: peopl, defens, --, ozgur, view 
##  Topic 6: ankara, terrorist, kill, anatolia, secur 
##  Topic 7: milit, --, kurdish, kill, turkish 
##  Topic 8: three, militari, near, hit, offici 
##  Topic 9: turkey, kill, secur, oper, conflict 
##  Topic 10: f, soldier, dead, six, turk 
##  Topic 11: clash, two, kill, die, ten 
##  Topic 12: --, soldier, attack, bomb, wound 
##  Topic 13: defens, people’, iraqi, neutral, border 
##  Topic 14: say, one, strike, air, civilian 
##  Topic 15: rebel, turkish, kill, seven, eight 
##  Topic 16: pkk, turkish, five, attack, blast 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.135, relative change = 2.823e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -4.125, relative change = 2.347e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -4.117, relative change = 1.944e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -4.110, relative change = 1.714e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.104, relative change = 1.497e-03) 
## Topic 1: r, kurdish, die, offic, ambush 
##  Topic 2: kurd, attack, kurdish-link, raid, lose 
##  Topic 3: forc, european, curfew, late, dozen 
##  Topic 4: troop, four, violenc, roj, death 
##  Topic 5: --, peopl, defens, ozgur, view 
##  Topic 6: ankara, terrorist, kill, anatolia, secur 
##  Topic 7: --, kurdish, milit, kill, turkish 
##  Topic 8: three, militari, near, offici, hit 
##  Topic 9: turkey, kill, secur, guerrilla, conflict 
##  Topic 10: f, soldier, six, dead, turk 
##  Topic 11: clash, two, kill, die, fight 
##  Topic 12: --, soldier, attack, bomb, wound 
##  Topic 13: defens, people’, neutral, direct, contact 
##  Topic 14: say, one, strike, civilian, middl 
##  Topic 15: rebel, turkish, kill, seven, eight 
##  Topic 16: pkk, turkish, attack, five, blast 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.098, relative change = 1.441e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -4.092, relative change = 1.425e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -4.086, relative change = 1.425e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -4.080, relative change = 1.436e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -4.076, relative change = 1.206e-03) 
## Topic 1: r, kurdish, die, ambush, insurg 
##  Topic 2: kurd, attack, kurdish-link, raid, lose 
##  Topic 3: forc, european, curfew, late, dozen 
##  Topic 4: troop, four, violenc, roj, death 
##  Topic 5: --, peopl, defens, ozgur, view 
##  Topic 6: ankara, terrorist, kill, secur, anatolia 
##  Topic 7: --, kurdish, turkish, kill, milit 
##  Topic 8: three, militari, offici, near, hit 
##  Topic 9: turkey, kill, guerrilla, conflict, nine 
##  Topic 10: soldier, f, six, turk, dead 
##  Topic 11: clash, two, kill, fight, eur 
##  Topic 12: --, soldier, bomb, attack, kurdish 
##  Topic 13: defens, people’, --, neutral, direct 
##  Topic 14: say, one, dead, civilian, middl 
##  Topic 15: rebel, turkish, kill, seven, eight 
##  Topic 16: pkk, turkish, attack, five, oper 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -4.071, relative change = 1.099e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -4.067, relative change = 1.091e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -4.062, relative change = 1.182e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -4.057, relative change = 1.279e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -4.051, relative change = 1.328e-03) 
## Topic 1: r, kurdish, die, ambush, insurg 
##  Topic 2: kurd, attack, kurdish-link, raid, lose 
##  Topic 3: forc, european, dozen, late, pro-kurdish 
##  Topic 4: troop, four, violenc, roj, death 
##  Topic 5: --, peopl, defens, ozgur, view 
##  Topic 6: ankara, terrorist, kill, secur, anatolia 
##  Topic 7: --, turkish, kill, milit, kurdish 
##  Topic 8: three, militari, offici, near, hit 
##  Topic 9: turkey, kill, guerrilla, conflict, nine 
##  Topic 10: soldier, f, six, turk, turkish 
##  Topic 11: clash, two, kill, fight, eur 
##  Topic 12: --, soldier, kurdish, bomb, blast 
##  Topic 13: defens, people’, --, neutral, anadolu 
##  Topic 14: say, one, dead, civilian, -- 
##  Topic 15: rebel, turkish, kill, seven, eight 
##  Topic 16: pkk, attack, turkish, five, polic 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -4.046, relative change = 1.348e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -4.040, relative change = 1.341e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -4.035, relative change = 1.341e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -4.030, relative change = 1.285e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -4.025, relative change = 1.201e-03) 
## Topic 1: r, kurdish, die, ambush, insurg 
##  Topic 2: kurd, kurdish-link, raid, attack, lose 
##  Topic 3: forc, european, dozen, late, pro-kurdish 
##  Topic 4: troop, four, violenc, roj, death 
##  Topic 5: peopl, --, defens, ozgur, view 
##  Topic 6: ankara, terrorist, kill, turkish, f 
##  Topic 7: --, turkish, kill, milit, kurdish 
##  Topic 8: three, militari, offici, near, hit 
##  Topic 9: turkey, kill, conflict, guerrilla, nine 
##  Topic 10: soldier, six, turk, turkish, terörist 
##  Topic 11: clash, two, kill, fight, eur 
##  Topic 12: --, soldier, kurdish, bomb, blast 
##  Topic 13: defens, --, people’, neutral, anadolu 
##  Topic 14: say, dead, one, civilian, -- 
##  Topic 15: rebel, turkish, kill, seven, eight 
##  Topic 16: pkk, attack, turkish, european, polic 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -4.020, relative change = 1.106e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -4.016, relative change = 1.058e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -4.012, relative change = 1.039e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -4.008, relative change = 9.052e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -4.005, relative change = 8.209e-04) 
## Topic 1: r, kurdish, die, five, guerrilla 
##  Topic 2: kurd, kurdish-link, raid, lose, least 
##  Topic 3: forc, dozen, late, pir, binevÅŸ 
##  Topic 4: troop, four, violenc, roj, death 
##  Topic 5: peopl, --, defens, ozgur, politika 
##  Topic 6: ankara, turkish, terrorist, kill, f 
##  Topic 7: --, turkish, kill, milit, iraq 
##  Topic 8: three, militari, offici, near, hit 
##  Topic 9: turkey, kill, conflict, nine, guerrilla 
##  Topic 10: soldier, six, turk, terörist, etkisiz 
##  Topic 11: clash, two, kill, fight, eur 
##  Topic 12: --, soldier, kurdish, bomb, european 
##  Topic 13: --, defens, people’, neutral, forc 
##  Topic 14: say, dead, one, civilian, guard 
##  Topic 15: rebel, turkish, kill, seven, eight 
##  Topic 16: attack, pkk, turkish, european, polic 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -4.002, relative change = 6.893e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -4.000, relative change = 5.503e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -3.998, relative change = 4.338e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -3.997, relative change = 3.874e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -3.995, relative change = 3.775e-04) 
## Topic 1: r, kurdish, die, five, guerrilla 
##  Topic 2: kurd, kurdish-link, raid, lose, least 
##  Topic 3: forc, dozen, late, doÄŸan, binevÅŸ 
##  Topic 4: troop, violenc, four, roj, death 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, terrorist, kill, f 
##  Topic 7: --, turkish, kill, milit, iraq 
##  Topic 8: three, militari, offici, near, hit 
##  Topic 9: turkey, kill, conflict, nine, guerrilla 
##  Topic 10: soldier, six, turk, terörist, etkisiz 
##  Topic 11: clash, two, kill, fight, eur 
##  Topic 12: --, soldier, kurdish, bomb, european 
##  Topic 13: --, defens, people’, forc, neutral 
##  Topic 14: say, dead, one, civilian, -- 
##  Topic 15: rebel, turkish, kill, seven, eight 
##  Topic 16: attack, pkk, turkish, european, polic 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -3.994, relative change = 4.170e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -3.992, relative change = 4.037e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -3.991, relative change = 3.910e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -3.989, relative change = 4.501e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -3.987, relative change = 3.734e-04) 
## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, kurdish-link, raid, lose, least 
##  Topic 3: forc, dozen, late, doÄŸan, rojda 
##  Topic 4: troop, violenc, four, roj, death 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, terrorist, kill, f 
##  Topic 7: --, turkish, kill, milit, iraq 
##  Topic 8: three, militari, offici, near, hit 
##  Topic 9: turkey, kill, conflict, nine, guerrilla 
##  Topic 10: soldier, six, turk, terörist, etkisiz 
##  Topic 11: clash, two, kill, fight, eur 
##  Topic 12: --, soldier, kurdish, bomb, european 
##  Topic 13: --, defens, people’, forc, neutral 
##  Topic 14: say, dead, one, civilian, -- 
##  Topic 15: rebel, turkish, kill, seven, eight 
##  Topic 16: attack, pkk, turkish, european, polic 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -3.986, relative change = 3.033e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -3.985, relative change = 3.007e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -3.984, relative change = 2.955e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -3.983, relative change = 2.825e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -3.981, relative change = 2.638e-04) 
## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, raid, lose, kurdish-link, eighteen 
##  Topic 3: forc, dozen, late, self, doÄŸan 
##  Topic 4: troop, violenc, four, roj, death 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, f 
##  Topic 7: --, turkish, kill, milit, iraq 
##  Topic 8: three, offici, militari, bomb, near 
##  Topic 9: turkey, kill, conflict, nine, guerrilla 
##  Topic 10: soldier, six, turk, terörist, etkisiz 
##  Topic 11: clash, two, kill, fight, eur 
##  Topic 12: --, kurdish, soldier, european, bomb 
##  Topic 13: --, defens, people’, forc, neutral 
##  Topic 14: say, dead, one, --, civilian 
##  Topic 15: rebel, turkish, kill, seven, eight 
##  Topic 16: attack, turkish, pkk, polic, wound 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -3.980, relative change = 2.532e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 57 (approx. per word bound = -3.980, relative change = 2.308e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 58 (approx. per word bound = -3.979, relative change = 2.222e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 59 (approx. per word bound = -3.978, relative change = 2.100e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 60 (approx. per word bound = -3.977, relative change = 2.029e-04) 
## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, raid, lose, eighteen, sweep 
##  Topic 3: forc, dozen, late, self, rojda 
##  Topic 4: troop, violenc, four, roj, death 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, f 
##  Topic 7: --, turkish, kill, milit, iraq 
##  Topic 8: three, offici, bomb, near, militari 
##  Topic 9: turkey, kill, conflict, nine, guerrilla 
##  Topic 10: soldier, six, turk, terörist, etkisiz 
##  Topic 11: clash, two, kill, fight, eur 
##  Topic 12: --, kurdish, soldier, european, bomb 
##  Topic 13: --, defens, people’, forc, neutral 
##  Topic 14: say, dead, one, --, civilian 
##  Topic 15: rebel, turkish, kill, seven, eight 
##  Topic 16: attack, turkish, pkk, polic, wound 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 61 (approx. per word bound = -3.976, relative change = 1.905e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 62 (approx. per word bound = -3.976, relative change = 1.645e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 63 (approx. per word bound = -3.975, relative change = 1.596e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 64 (approx. per word bound = -3.974, relative change = 1.712e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 65 (approx. per word bound = -3.974, relative change = 1.875e-04) 
## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, raid, lose, eighteen, sweep 
##  Topic 3: forc, dozen, late, self, rojda 
##  Topic 4: troop, violenc, four, roj, death 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, f 
##  Topic 7: --, turkish, kill, milit, iraq 
##  Topic 8: three, bomb, offici, near, hit 
##  Topic 9: turkey, kill, conflict, nine, guerrilla 
##  Topic 10: soldier, six, turk, terörist, etkisiz 
##  Topic 11: clash, two, kill, fight, eur 
##  Topic 12: --, kurdish, soldier, european, bomb 
##  Topic 13: --, defens, people’, forc, neutral 
##  Topic 14: say, dead, one, --, armi 
##  Topic 15: rebel, turkish, kill, seven, eight 
##  Topic 16: attack, turkish, pkk, polic, wound 
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## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, raid, lose, eighteen, sweep 
##  Topic 3: forc, dozen, late, self, rojda 
##  Topic 4: troop, violenc, four, roj, death 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, bomb, near, hit 
##  Topic 9: turkey, kill, conflict, nine, guerrilla 
##  Topic 10: soldier, six, turk, terörist, etkisiz 
##  Topic 11: clash, two, kill, fight, eur 
##  Topic 12: --, kurdish, soldier, european, blast 
##  Topic 13: --, defens, people’, forc, neutral 
##  Topic 14: say, dead, armi, --, one 
##  Topic 15: rebel, turkish, kill, seven, eight 
##  Topic 16: attack, turkish, pkk, polic, wound 
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## Completing Iteration 71 (approx. per word bound = -3.969, relative change = 1.761e-04) 
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## Completing Iteration 75 (approx. per word bound = -3.967, relative change = 1.572e-04) 
## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, raid, lose, eighteen, sweep 
##  Topic 3: forc, dozen, late, self, rojda 
##  Topic 4: troop, violenc, four, roj, death 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, bomb, near, hit 
##  Topic 9: turkey, kill, conflict, nine, guerrilla 
##  Topic 10: soldier, six, turk, terörist, etkisiz 
##  Topic 11: clash, two, kill, fight, eur 
##  Topic 12: --, kurdish, soldier, european, one 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, armi, --, civilian 
##  Topic 15: rebel, turkish, kill, seven, eight 
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## Completing Iteration 80 (approx. per word bound = -3.964, relative change = 1.150e-04) 
## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, raid, lose, eighteen, sweep 
##  Topic 3: forc, dozen, late, self, rojda 
##  Topic 4: troop, violenc, four, roj, death 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, near, hit, bomb 
##  Topic 9: turkey, kill, conflict, nine, guerrilla 
##  Topic 10: soldier, six, turk, terörist, etkisiz 
##  Topic 11: clash, two, kill, fight, eur 
##  Topic 12: --, kurdish, soldier, european, one 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, armi, --, civilian 
##  Topic 15: rebel, turkish, kill, seven, eight 
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## Completing Iteration 85 (approx. per word bound = -3.962, relative change = 1.081e-04) 
## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, raid, lose, eighteen, sweep 
##  Topic 3: forc, dozen, late, self, rojda 
##  Topic 4: troop, violenc, four, roj, death 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, near, hit, istanbul 
##  Topic 9: turkey, kill, conflict, nine, guerrilla 
##  Topic 10: soldier, six, turk, terörist, etkisiz 
##  Topic 11: clash, two, kill, fight, eur 
##  Topic 12: --, kurdish, soldier, european, one 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, --, armi, civilian 
##  Topic 15: rebel, turkish, kill, seven, day 
##  Topic 16: attack, turkish, pkk, bomb, polic 
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## Completing Iteration 86 (approx. per word bound = -3.961, relative change = 1.043e-04) 
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## Completing Iteration 90 (approx. per word bound = -3.960, relative change = 9.328e-05) 
## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, raid, lose, eighteen, sweep 
##  Topic 3: forc, dozen, late, self, rojda 
##  Topic 4: troop, violenc, four, eight, roj 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, near, hit, istanbul 
##  Topic 9: turkey, kill, conflict, nine, guerrilla 
##  Topic 10: soldier, six, turk, terörist, etkisiz 
##  Topic 11: clash, two, kill, fight, eur 
##  Topic 12: --, kurdish, soldier, european, one 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, --, armi, civilian 
##  Topic 15: rebel, turkish, kill, seven, day 
##  Topic 16: attack, turkish, pkk, bomb, polic 
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## Completing Iteration 91 (approx. per word bound = -3.959, relative change = 9.580e-05) 
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## Completing Iteration 95 (approx. per word bound = -3.958, relative change = 6.783e-05) 
## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, raid, lose, eighteen, sweep 
##  Topic 3: forc, dozen, late, self, rojda 
##  Topic 4: troop, violenc, eight, four, roj 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, near, hit, istanbul 
##  Topic 9: turkey, kill, conflict, nine, guerrilla 
##  Topic 10: soldier, six, turk, terörist, etkisiz 
##  Topic 11: clash, two, kill, fight, eur 
##  Topic 12: --, kurdish, soldier, european, one 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, --, armi, civilian 
##  Topic 15: rebel, turkish, kill, seven, day 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
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## Completing Iteration 96 (approx. per word bound = -3.958, relative change = 6.698e-05) 
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## Completing Iteration 97 (approx. per word bound = -3.958, relative change = 6.901e-05) 
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## Completing Iteration 98 (approx. per word bound = -3.957, relative change = 6.406e-05) 
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## Completing Iteration 99 (approx. per word bound = -3.957, relative change = 5.935e-05) 
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## Completing Iteration 100 (approx. per word bound = -3.957, relative change = 5.840e-05) 
## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, raid, lose, eighteen, sweep 
##  Topic 3: forc, dozen, late, self, rojda 
##  Topic 4: troop, violenc, eight, four, roj 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, near, hit, istanbul 
##  Topic 9: turkey, kill, conflict, nine, guerrilla 
##  Topic 10: soldier, six, turk, terörist, etkisiz 
##  Topic 11: clash, two, kill, fight, eur 
##  Topic 12: --, kurdish, soldier, european, one 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, --, armi, civilian 
##  Topic 15: rebel, turkish, kill, seven, day 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
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## Completing Iteration 101 (approx. per word bound = -3.957, relative change = 5.922e-05) 
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## Completing Iteration 102 (approx. per word bound = -3.957, relative change = 6.329e-05) 
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## Completing Iteration 103 (approx. per word bound = -3.956, relative change = 6.423e-05) 
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## Completing Iteration 104 (approx. per word bound = -3.956, relative change = 6.259e-05) 
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## Completing Iteration 105 (approx. per word bound = -3.956, relative change = 6.154e-05) 
## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, raid, lose, eighteen, sweep 
##  Topic 3: forc, dozen, late, self, black 
##  Topic 4: troop, violenc, eight, four, roj 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, near, border, hit 
##  Topic 9: turkey, kill, conflict, nine, guerrilla 
##  Topic 10: soldier, six, turk, terörist, etkisiz 
##  Topic 11: clash, two, kill, fight, eur 
##  Topic 12: --, kurdish, soldier, european, one 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, --, armi, civilian 
##  Topic 15: rebel, turkish, kill, seven, day 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
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## Completing Iteration 106 (approx. per word bound = -3.956, relative change = 6.144e-05) 
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## Completing Iteration 107 (approx. per word bound = -3.955, relative change = 6.297e-05) 
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## Completing Iteration 108 (approx. per word bound = -3.955, relative change = 6.146e-05) 
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## Completing Iteration 109 (approx. per word bound = -3.955, relative change = 5.420e-05) 
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## Completing Iteration 110 (approx. per word bound = -3.955, relative change = 5.425e-05) 
## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, raid, lose, eighteen, sweep 
##  Topic 3: forc, dozen, late, black, rojda 
##  Topic 4: troop, violenc, eight, four, roj 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, near, border, hit 
##  Topic 9: turkey, kill, conflict, nine, guerrilla 
##  Topic 10: soldier, six, turk, terörist, etkisiz 
##  Topic 11: clash, two, kill, fight, eur 
##  Topic 12: --, kurdish, soldier, european, one 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, --, armi, civilian 
##  Topic 15: rebel, turkish, kill, seven, day 
##  Topic 16: attack, turkish, pkk, bomb, polic 
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## Completing Iteration 111 (approx. per word bound = -3.954, relative change = 7.487e-05) 
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## Completing Iteration 112 (approx. per word bound = -3.954, relative change = 1.007e-04) 
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## Completing Iteration 113 (approx. per word bound = -3.954, relative change = 5.628e-05) 
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## Completing Iteration 114 (approx. per word bound = -3.954, relative change = 4.404e-05) 
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## Completing Iteration 115 (approx. per word bound = -3.953, relative change = 4.389e-05) 
## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, raid, lose, eighteen, sweep 
##  Topic 3: forc, dozen, late, black, rojda 
##  Topic 4: troop, violenc, eight, four, roj 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, near, border, hit 
##  Topic 9: turkey, kill, conflict, nine, guerrilla 
##  Topic 10: soldier, six, turk, terörist, etkisiz 
##  Topic 11: clash, two, kill, fight, eur 
##  Topic 12: --, kurdish, soldier, european, one 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, --, armi, civilian 
##  Topic 15: rebel, turkish, kill, seven, day 
##  Topic 16: attack, turkish, pkk, bomb, polic 
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## Completing Iteration 116 (approx. per word bound = -3.953, relative change = 4.353e-05) 
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## Completing Iteration 117 (approx. per word bound = -3.953, relative change = 4.277e-05) 
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## Completing Iteration 118 (approx. per word bound = -3.953, relative change = 4.324e-05) 
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## Completing Iteration 119 (approx. per word bound = -3.953, relative change = 4.425e-05) 
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## Completing Iteration 120 (approx. per word bound = -3.952, relative change = 4.991e-05) 
## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, raid, lose, eighteen, sweep 
##  Topic 3: forc, dozen, late, black, rojda 
##  Topic 4: troop, violenc, eight, four, roj 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, near, border, hit 
##  Topic 9: turkey, kill, conflict, nine, guerrilla 
##  Topic 10: soldier, six, turk, terörist, etkisiz 
##  Topic 11: clash, two, kill, fight, eur 
##  Topic 12: --, kurdish, soldier, european, one 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, --, armi, civilian 
##  Topic 15: rebel, turkish, kill, seven, day 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
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## Completing Iteration 121 (approx. per word bound = -3.952, relative change = 5.964e-05) 
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## Completing Iteration 122 (approx. per word bound = -3.952, relative change = 6.969e-05) 
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## Completing Iteration 124 (approx. per word bound = -3.951, relative change = 5.443e-05) 
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## Completing Iteration 125 (approx. per word bound = -3.951, relative change = 4.380e-05) 
## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, raid, lose, eighteen, sweep 
##  Topic 3: forc, dozen, late, self, black 
##  Topic 4: troop, violenc, eight, four, roj 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, near, border, hit 
##  Topic 9: turkey, kill, conflict, nine, guerrilla 
##  Topic 10: soldier, six, turk, terörist, etkisiz 
##  Topic 11: clash, two, kill, fight, eur 
##  Topic 12: --, kurdish, soldier, european, one 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, --, armi, civilian 
##  Topic 15: rebel, turkish, kill, seven, day 
##  Topic 16: attack, turkish, pkk, bomb, polic 
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## Completing Iteration 126 (approx. per word bound = -3.951, relative change = 4.046e-05) 
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## Completing Iteration 127 (approx. per word bound = -3.951, relative change = 3.971e-05) 
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## Completing Iteration 128 (approx. per word bound = -3.951, relative change = 4.038e-05) 
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## Completing Iteration 130 (approx. per word bound = -3.950, relative change = 5.042e-05) 
## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, raid, lose, eighteen, sweep 
##  Topic 3: forc, dozen, late, self, black 
##  Topic 4: troop, violenc, eight, four, roj 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, near, border, hit 
##  Topic 9: turkey, kill, conflict, nine, guerrilla 
##  Topic 10: soldier, six, turk, terörist, etkisiz 
##  Topic 11: clash, two, kill, fight, eur 
##  Topic 12: --, kurdish, soldier, european, one 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, --, armi, civilian 
##  Topic 15: rebel, turkish, kill, seven, day 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 131 (approx. per word bound = -3.950, relative change = 6.689e-05) 
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## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, raid, lose, eighteen, sweep 
##  Topic 3: forc, dozen, late, self, black 
##  Topic 4: troop, violenc, eight, four, roj 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, near, border, hit 
##  Topic 9: turkey, kill, conflict, nine, guerrilla 
##  Topic 10: soldier, six, turk, terörist, etkisiz 
##  Topic 11: clash, two, kill, fight, eur 
##  Topic 12: --, kurdish, soldier, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, --, armi, guard 
##  Topic 15: rebel, turkish, kill, seven, day 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
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## Completing Iteration 136 (approx. per word bound = -3.949, relative change = 7.172e-05) 
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## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, raid, lose, eighteen, sweep 
##  Topic 3: forc, dozen, late, self, black 
##  Topic 4: troop, violenc, eight, four, roj 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, near, border, hit 
##  Topic 9: turkey, kill, nine, conflict, guerrilla 
##  Topic 10: soldier, six, turk, terörist, etkisiz 
##  Topic 11: clash, two, kill, fight, eur 
##  Topic 12: --, kurdish, soldier, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, conflict, --, armi 
##  Topic 15: rebel, turkish, kill, seven, day 
##  Topic 16: attack, turkish, pkk, bomb, polic 
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## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, raid, lose, eighteen, sweep 
##  Topic 3: forc, dozen, late, self, black 
##  Topic 4: troop, violenc, eight, four, roj 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, near, border, hit 
##  Topic 9: turkey, kill, nine, guerrilla, thirty-eight 
##  Topic 10: soldier, six, turk, terörist, etkisiz 
##  Topic 11: clash, two, kill, fight, eur 
##  Topic 12: --, kurdish, soldier, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, conflict, --, armi 
##  Topic 15: rebel, turkish, kill, seven, day 
##  Topic 16: attack, turkish, pkk, bomb, polic 
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## Completing Iteration 150 (approx. per word bound = -3.946, relative change = 3.291e-05) 
## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, raid, lose, eighteen, sweep 
##  Topic 3: forc, dozen, late, self, rojda 
##  Topic 4: troop, violenc, eight, four, roj 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, near, border, hit 
##  Topic 9: turkey, kill, nine, guerrilla, intensifi 
##  Topic 10: soldier, six, turk, terörist, etkisiz 
##  Topic 11: clash, two, kill, fight, eur 
##  Topic 12: --, kurdish, soldier, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, conflict, --, armi 
##  Topic 15: rebel, turkish, kill, seven, day 
##  Topic 16: attack, turkish, pkk, bomb, polic 
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## Completing Iteration 155 (approx. per word bound = -3.945, relative change = 4.393e-05) 
## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, raid, lose, eighteen, sweep 
##  Topic 3: forc, dozen, late, self, black 
##  Topic 4: troop, violenc, eight, four, roj 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, near, border, hit 
##  Topic 9: turkey, kill, nine, guerrilla, intensifi 
##  Topic 10: soldier, six, turk, terörist, etkisiz 
##  Topic 11: clash, two, kill, fight, eur 
##  Topic 12: --, kurdish, soldier, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, conflict, --, armi 
##  Topic 15: rebel, turkish, kill, seven, day 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
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## Completing Iteration 156 (approx. per word bound = -3.945, relative change = 4.742e-05) 
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## Completing Iteration 160 (approx. per word bound = -3.945, relative change = 3.656e-05) 
## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, raid, lose, eighteen, sweep 
##  Topic 3: forc, dozen, late, self, black 
##  Topic 4: troop, violenc, eight, four, roj 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, near, border, hit 
##  Topic 9: turkey, kill, nine, guerrilla, intensifi 
##  Topic 10: soldier, six, turk, terörist, etkisiz 
##  Topic 11: clash, two, kill, fight, eur 
##  Topic 12: --, kurdish, soldier, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, conflict, --, armi 
##  Topic 15: rebel, turkish, kill, seven, day 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
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## Completing Iteration 161 (approx. per word bound = -3.945, relative change = 3.417e-05) 
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## Completing Iteration 163 (approx. per word bound = -3.944, relative change = 3.377e-05) 
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## Completing Iteration 164 (approx. per word bound = -3.944, relative change = 3.426e-05) 
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## Completing Iteration 165 (approx. per word bound = -3.944, relative change = 3.348e-05) 
## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, raid, lose, eighteen, sweep 
##  Topic 3: forc, dozen, late, black, rojda 
##  Topic 4: troop, violenc, eight, four, roj 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, near, border, hit 
##  Topic 9: turkey, kill, nine, guerrilla, intensifi 
##  Topic 10: soldier, six, turk, terörist, etkisiz 
##  Topic 11: clash, two, kill, eur, fight 
##  Topic 12: --, kurdish, soldier, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, conflict, --, armi 
##  Topic 15: rebel, turkish, kill, seven, day 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
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## Completing Iteration 166 (approx. per word bound = -3.944, relative change = 3.332e-05) 
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## Completing Iteration 168 (approx. per word bound = -3.944, relative change = 3.533e-05) 
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## Completing Iteration 169 (approx. per word bound = -3.943, relative change = 3.348e-05) 
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## Completing Iteration 170 (approx. per word bound = -3.943, relative change = 2.760e-05) 
## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, raid, lose, eighteen, sweep 
##  Topic 3: forc, dozen, late, black, rojda 
##  Topic 4: troop, violenc, eight, four, roj 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, near, border, civilian 
##  Topic 9: turkey, kill, nine, guerrilla, intensifi 
##  Topic 10: soldier, six, turk, terörist, etkisiz 
##  Topic 11: clash, two, kill, eur, fight 
##  Topic 12: --, kurdish, soldier, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, conflict, --, armi 
##  Topic 15: rebel, turkish, kill, seven, day 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
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## Completing Iteration 171 (approx. per word bound = -3.943, relative change = 2.562e-05) 
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## Completing Iteration 172 (approx. per word bound = -3.943, relative change = 2.356e-05) 
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## Completing Iteration 174 (approx. per word bound = -3.943, relative change = 2.161e-05) 
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## Completing Iteration 175 (approx. per word bound = -3.943, relative change = 2.211e-05) 
## Topic 1: r, kurdish, die, five, guerrilla 
##  Topic 2: kurd, raid, lose, eighteen, sweep 
##  Topic 3: forc, dozen, late, black, rojda 
##  Topic 4: troop, violenc, eight, four, roj 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, near, civilian, border 
##  Topic 9: turkey, kill, nine, guerrilla, intensifi 
##  Topic 10: soldier, six, turk, terörist, etkisiz 
##  Topic 11: clash, two, kill, eur, fight 
##  Topic 12: --, kurdish, soldier, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, conflict, --, armi 
##  Topic 15: rebel, turkish, kill, seven, day 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
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## Completing Iteration 176 (approx. per word bound = -3.943, relative change = 2.316e-05) 
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## Completing Iteration 177 (approx. per word bound = -3.943, relative change = 2.509e-05) 
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## Completing Iteration 178 (approx. per word bound = -3.943, relative change = 2.691e-05) 
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## Completing Iteration 179 (approx. per word bound = -3.942, relative change = 2.907e-05) 
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## Completing Iteration 180 (approx. per word bound = -3.942, relative change = 3.130e-05) 
## Topic 1: r, kurdish, die, five, guerrilla 
##  Topic 2: kurd, raid, lose, eighteen, sweep 
##  Topic 3: forc, dozen, late, black, rojda 
##  Topic 4: troop, violenc, eight, four, roj 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, civilian, near, border 
##  Topic 9: turkey, kill, nine, guerrilla, intensifi 
##  Topic 10: soldier, six, turk, terörist, etkisiz 
##  Topic 11: clash, two, kill, eur, fight 
##  Topic 12: --, kurdish, soldier, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, conflict, --, armi 
##  Topic 15: rebel, turkish, kill, seven, day 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
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## Completing Iteration 181 (approx. per word bound = -3.942, relative change = 3.537e-05) 
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## Completing Iteration 182 (approx. per word bound = -3.942, relative change = 3.773e-05) 
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## Completing Iteration 183 (approx. per word bound = -3.942, relative change = 4.124e-05) 
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## Completing Iteration 184 (approx. per word bound = -3.942, relative change = 4.506e-05) 
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## Completing Iteration 185 (approx. per word bound = -3.942, relative change = 4.388e-05) 
## Topic 1: r, kurdish, die, five, guerrilla 
##  Topic 2: kurd, raid, lose, eighteen, sweep 
##  Topic 3: forc, dozen, late, black, rojda 
##  Topic 4: troop, violenc, eight, four, roj 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, civilian, near, border 
##  Topic 9: turkey, kill, nine, guerrilla, intensifi 
##  Topic 10: soldier, turk, six, terörist, etkisiz 
##  Topic 11: clash, two, kill, eur, fight 
##  Topic 12: --, kurdish, soldier, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, conflict, --, guerrilla 
##  Topic 15: rebel, turkish, kill, seven, day 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
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## Completing Iteration 186 (approx. per word bound = -3.941, relative change = 4.241e-05) 
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## Completing Iteration 187 (approx. per word bound = -3.941, relative change = 4.334e-05) 
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## Completing Iteration 188 (approx. per word bound = -3.941, relative change = 4.364e-05) 
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## Completing Iteration 189 (approx. per word bound = -3.941, relative change = 4.477e-05) 
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## Completing Iteration 190 (approx. per word bound = -3.941, relative change = 4.631e-05) 
## Topic 1: r, kurdish, die, five, guerrilla 
##  Topic 2: kurd, raid, lose, eighteen, sweep 
##  Topic 3: forc, dozen, late, black, rojda 
##  Topic 4: troop, violenc, eight, four, roj 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, civilian, near, border 
##  Topic 9: turkey, kill, nine, guerrilla, intensifi 
##  Topic 10: soldier, turk, six, terörist, etkisiz 
##  Topic 11: clash, two, kill, eur, fight 
##  Topic 12: --, kurdish, soldier, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, conflict, --, guerrilla 
##  Topic 15: rebel, turkish, kill, seven, day 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
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## Completing Iteration 191 (approx. per word bound = -3.940, relative change = 5.296e-05) 
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## Completing Iteration 192 (approx. per word bound = -3.940, relative change = 6.889e-05) 
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## Completing Iteration 193 (approx. per word bound = -3.940, relative change = 9.189e-05) 
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## Completing Iteration 194 (approx. per word bound = -3.939, relative change = 1.029e-04) 
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## Completing Iteration 195 (approx. per word bound = -3.939, relative change = 9.136e-05) 
## Topic 1: r, kurdish, die, five, guerrilla 
##  Topic 2: kurd, raid, lose, eighteen, troop 
##  Topic 3: forc, dozen, late, black, rojda 
##  Topic 4: troop, violenc, eight, four, roj 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, civilian, near, border 
##  Topic 9: turkey, kill, nine, guerrilla, intensifi 
##  Topic 10: soldier, turk, six, terörist, etkisiz 
##  Topic 11: clash, two, kill, eur, fight 
##  Topic 12: --, kurdish, soldier, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, conflict, --, guerrilla 
##  Topic 15: rebel, turkish, kill, seven, day 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
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## Completing Iteration 196 (approx. per word bound = -3.939, relative change = 6.798e-05) 
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## Completing Iteration 197 (approx. per word bound = -3.939, relative change = 5.266e-05) 
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## Completing Iteration 199 (approx. per word bound = -3.938, relative change = 4.691e-05) 
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## Completing Iteration 200 (approx. per word bound = -3.938, relative change = 4.598e-05) 
## Topic 1: r, kurdish, die, five, guerrilla 
##  Topic 2: kurd, troop, raid, lose, eighteen 
##  Topic 3: forc, dozen, late, black, rojda 
##  Topic 4: troop, violenc, eight, four, roj 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, civilian, near, border 
##  Topic 9: turkey, kill, nine, guerrilla, intensifi 
##  Topic 10: soldier, turk, six, terörist, etkisiz 
##  Topic 11: clash, two, kill, eur, fight 
##  Topic 12: --, kurdish, soldier, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, conflict, --, guerrilla 
##  Topic 15: rebel, turkish, kill, seven, day 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
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## Completing Iteration 201 (approx. per word bound = -3.938, relative change = 4.539e-05) 
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## Completing Iteration 205 (approx. per word bound = -3.937, relative change = 4.244e-05) 
## Topic 1: r, kurdish, die, five, guerrilla 
##  Topic 2: kurd, troop, raid, lose, eighteen 
##  Topic 3: forc, dozen, late, black, rojda 
##  Topic 4: troop, violenc, eight, four, roj 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, civilian, near, border 
##  Topic 9: turkey, kill, nine, intensifi, guerrilla 
##  Topic 10: soldier, turk, six, terörist, etkisiz 
##  Topic 11: clash, two, kill, eur, fight 
##  Topic 12: --, kurdish, soldier, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, conflict, guerrilla, -- 
##  Topic 15: rebel, turkish, kill, seven, day 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
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## Completing Iteration 206 (approx. per word bound = -3.937, relative change = 4.072e-05) 
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## Completing Iteration 210 (approx. per word bound = -3.936, relative change = 4.650e-05) 
## Topic 1: r, kurdish, die, five, guerrilla 
##  Topic 2: kurd, troop, raid, lose, eighteen 
##  Topic 3: forc, dozen, late, black, rojda 
##  Topic 4: troop, violenc, eight, four, roj 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, civilian, near, border 
##  Topic 9: turkey, kill, nine, intensifi, guerrilla 
##  Topic 10: soldier, turk, six, terörist, etkisiz 
##  Topic 11: clash, two, kill, eur, fight 
##  Topic 12: --, kurdish, soldier, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, conflict, guerrilla, -- 
##  Topic 15: rebel, turkish, kill, seven, day 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
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## Completing Iteration 211 (approx. per word bound = -3.936, relative change = 4.528e-05) 
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## Completing Iteration 215 (approx. per word bound = -3.935, relative change = 4.630e-05) 
## Topic 1: r, kurdish, die, five, guerrilla 
##  Topic 2: kurd, troop, raid, lose, eighteen 
##  Topic 3: forc, dozen, late, black, rojda 
##  Topic 4: troop, violenc, eight, four, roj 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, civilian, near, border 
##  Topic 9: turkey, kill, nine, intensifi, guerrilla 
##  Topic 10: soldier, turk, six, terörist, etkisiz 
##  Topic 11: clash, two, kill, eur, fight 
##  Topic 12: --, kurdish, soldier, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, conflict, guerrilla, -- 
##  Topic 15: rebel, turkish, kill, seven, day 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
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## Completing Iteration 216 (approx. per word bound = -3.935, relative change = 4.692e-05) 
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## Completing Iteration 220 (approx. per word bound = -3.934, relative change = 5.133e-05) 
## Topic 1: r, kurdish, die, five, guerrilla 
##  Topic 2: kurd, troop, raid, lose, eighteen 
##  Topic 3: forc, dozen, late, black, rojda 
##  Topic 4: troop, violenc, eight, four, roj 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, civilian, near, border 
##  Topic 9: turkey, kill, nine, intensifi, focus-clash 
##  Topic 10: soldier, turk, six, terörist, etkisiz 
##  Topic 11: clash, two, kill, eur, fight 
##  Topic 12: --, kurdish, soldier, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, conflict, guerrilla, -- 
##  Topic 15: rebel, turkish, kill, seven, day 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
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## Completing Iteration 221 (approx. per word bound = -3.934, relative change = 5.327e-05) 
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## Completing Iteration 225 (approx. per word bound = -3.933, relative change = 5.468e-05) 
## Topic 1: r, kurdish, die, five, guerrilla 
##  Topic 2: kurd, troop, raid, lose, eighteen 
##  Topic 3: forc, dozen, late, black, rojda 
##  Topic 4: troop, violenc, eight, four, roj 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, civilian, near, border 
##  Topic 9: turkey, kill, nine, intensifi, focus-clash 
##  Topic 10: soldier, turk, six, terörist, etkisiz 
##  Topic 11: clash, two, kill, eur, fight 
##  Topic 12: --, kurdish, soldier, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, conflict, kurdish, guerrilla 
##  Topic 15: rebel, turkish, kill, seven, day 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
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## Completing Iteration 226 (approx. per word bound = -3.933, relative change = 5.737e-05) 
## ....................................................................................................
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## Completing Iteration 227 (approx. per word bound = -3.933, relative change = 6.256e-05) 
## ....................................................................................................
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## Completing Iteration 228 (approx. per word bound = -3.933, relative change = 6.740e-05) 
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## Completing Iteration 229 (approx. per word bound = -3.932, relative change = 6.309e-05) 
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## Completing Iteration 230 (approx. per word bound = -3.932, relative change = 5.918e-05) 
## Topic 1: r, kurdish, die, five, guerrilla 
##  Topic 2: kurd, troop, raid, lose, sweep 
##  Topic 3: forc, dozen, late, black, rojda 
##  Topic 4: troop, violenc, eight, four, kurdish 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, civilian, near, border 
##  Topic 9: turkey, kill, nine, intensifi, focus-clash 
##  Topic 10: soldier, turk, six, terörist, etkisiz 
##  Topic 11: clash, two, kill, eur, fight 
##  Topic 12: --, kurdish, soldier, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, conflict, kurdish, guerrilla 
##  Topic 15: rebel, turkish, kill, seven, nine 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
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## Completing Iteration 231 (approx. per word bound = -3.932, relative change = 6.109e-05) 
## ....................................................................................................
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## Completing Iteration 232 (approx. per word bound = -3.932, relative change = 7.046e-05) 
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## Completing Iteration 233 (approx. per word bound = -3.931, relative change = 7.855e-05) 
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## Completing Iteration 234 (approx. per word bound = -3.931, relative change = 7.077e-05) 
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## Completing Iteration 235 (approx. per word bound = -3.931, relative change = 6.696e-05) 
## Topic 1: r, kurdish, die, five, guerrilla 
##  Topic 2: kurd, troop, raid, lose, sweep 
##  Topic 3: forc, dozen, late, rojda, black 
##  Topic 4: violenc, troop, eight, kurdish, four 
##  Topic 5: peopl, --, defens, politika, ozgur 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, civilian, near, border 
##  Topic 9: turkey, kill, nine, intensifi, focus-clash 
##  Topic 10: soldier, turk, six, terörist, etkisiz 
##  Topic 11: clash, two, kill, eur, fight 
##  Topic 12: --, kurdish, soldier, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, dead, kurdish, conflict, turkey 
##  Topic 15: rebel, turkish, kill, seven, nine 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
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## Completing Iteration 236 (approx. per word bound = -3.931, relative change = 6.645e-05) 
## ....................................................................................................
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## Completing Iteration 237 (approx. per word bound = -3.930, relative change = 6.776e-05) 
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## Completing Iteration 238 (approx. per word bound = -3.930, relative change = 6.748e-05) 
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## Completing Iteration 239 (approx. per word bound = -3.930, relative change = 6.832e-05) 
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## Completing Iteration 240 (approx. per word bound = -3.930, relative change = 6.738e-05) 
## Topic 1: r, kurdish, die, five, guerrilla 
##  Topic 2: kurd, troop, raid, lose, sweep 
##  Topic 3: forc, dozen, late, black, rojda 
##  Topic 4: violenc, kurdish, troop, eight, four 
##  Topic 5: peopl, --, defens, politika, forc 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, civilian, near, border 
##  Topic 9: turkey, kill, nine, intensifi, focus-clash 
##  Topic 10: soldier, turk, six, terörist, etkisiz 
##  Topic 11: clash, two, kill, eur, fight 
##  Topic 12: --, kurdish, soldier, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, turkey, kurdish, dead, conflict 
##  Topic 15: rebel, turkish, kill, seven, ambush 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
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## Completing Iteration 241 (approx. per word bound = -3.929, relative change = 7.042e-05) 
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## Completing Iteration 242 (approx. per word bound = -3.929, relative change = 7.131e-05) 
## ....................................................................................................
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## Completing Iteration 243 (approx. per word bound = -3.929, relative change = 6.622e-05) 
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## Completing Iteration 244 (approx. per word bound = -3.928, relative change = 6.569e-05) 
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## Completing Iteration 245 (approx. per word bound = -3.928, relative change = 6.554e-05) 
## Topic 1: r, kurdish, die, five, guerrilla 
##  Topic 2: kurd, troop, raid, lose, sweep 
##  Topic 3: forc, dozen, late, black, rojda 
##  Topic 4: kurdish, violenc, eight, troop, four 
##  Topic 5: peopl, --, defens, forc, politika 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, civilian, near, border 
##  Topic 9: turkey, kill, nine, intensifi, focus-clash 
##  Topic 10: soldier, turk, six, terörist, etkisiz 
##  Topic 11: clash, two, kill, eur, fight 
##  Topic 12: --, soldier, kurdish, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, turkey, kurdish, dead, conflict 
##  Topic 15: rebel, turkish, kill, seven, ambush 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
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## Completing Iteration 246 (approx. per word bound = -3.928, relative change = 5.870e-05) 
## ....................................................................................................
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## Completing Iteration 247 (approx. per word bound = -3.928, relative change = 5.660e-05) 
## ....................................................................................................
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## Completing Iteration 248 (approx. per word bound = -3.928, relative change = 4.996e-05) 
## ....................................................................................................
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## Completing Iteration 249 (approx. per word bound = -3.927, relative change = 4.520e-05) 
## ....................................................................................................
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## Completing Iteration 250 (approx. per word bound = -3.927, relative change = 4.083e-05) 
## Topic 1: r, kurdish, die, five, guerrilla 
##  Topic 2: kurd, troop, raid, lose, sweep 
##  Topic 3: forc, dozen, late, black, rojda 
##  Topic 4: kurdish, violenc, eight, troop, four 
##  Topic 5: peopl, --, defens, forc, politika 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, civilian, near, border 
##  Topic 9: kill, turkey, nine, intensifi, focus-clash 
##  Topic 10: soldier, turk, six, terörist, etkisiz 
##  Topic 11: clash, two, kill, eur, fight 
##  Topic 12: --, soldier, kurdish, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, turkey, kurdish, dead, conflict 
##  Topic 15: rebel, turkish, kill, seven, ambush 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
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## Completing Iteration 251 (approx. per word bound = -3.927, relative change = 3.757e-05) 
## ....................................................................................................
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## Completing Iteration 252 (approx. per word bound = -3.927, relative change = 3.493e-05) 
## ....................................................................................................
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## Completing Iteration 253 (approx. per word bound = -3.927, relative change = 3.308e-05) 
## ....................................................................................................
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## Completing Iteration 254 (approx. per word bound = -3.927, relative change = 3.110e-05) 
## ....................................................................................................
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## Completing Iteration 255 (approx. per word bound = -3.927, relative change = 3.467e-05) 
## Topic 1: r, kurdish, die, five, guerrilla 
##  Topic 2: kurd, troop, raid, lose, sweep 
##  Topic 3: forc, dozen, late, black, rojda 
##  Topic 4: kurdish, violenc, eight, four, roj 
##  Topic 5: peopl, --, defens, forc, politika 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, civilian, near, border 
##  Topic 9: kill, turkey, nine, intensifi, focus-clash 
##  Topic 10: soldier, turk, six, terörist, etkisiz 
##  Topic 11: clash, two, kill, eur, fight 
##  Topic 12: --, soldier, kurdish, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, turkey, kurdish, dead, conflict 
##  Topic 15: rebel, turkish, kill, seven, ambush 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
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## Completing Iteration 256 (approx. per word bound = -3.926, relative change = 4.505e-05) 
## ....................................................................................................
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## Completing Iteration 257 (approx. per word bound = -3.926, relative change = 3.514e-05) 
## ....................................................................................................
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## Completing Iteration 258 (approx. per word bound = -3.926, relative change = 2.030e-05) 
## ....................................................................................................
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## Completing Iteration 259 (approx. per word bound = -3.926, relative change = 1.933e-05) 
## ....................................................................................................
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## Completing Iteration 260 (approx. per word bound = -3.926, relative change = 1.879e-05) 
## Topic 1: r, kurdish, die, five, guerrilla 
##  Topic 2: kurd, troop, raid, lose, sweep 
##  Topic 3: forc, dozen, late, black, rojda 
##  Topic 4: kurdish, violenc, eight, four, roj 
##  Topic 5: peopl, --, defens, forc, politika 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, civilian, near, border 
##  Topic 9: kill, turkey, nine, intensifi, focus-clash 
##  Topic 10: soldier, turk, six, terörist, etkisiz 
##  Topic 11: clash, two, kill, eur, fight 
##  Topic 12: --, soldier, kurdish, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, turkey, kurdish, dead, conflict 
##  Topic 15: rebel, turkish, kill, seven, ambush 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 261 (approx. per word bound = -3.926, relative change = 1.790e-05) 
## ....................................................................................................
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## Completing Iteration 262 (approx. per word bound = -3.926, relative change = 1.746e-05) 
## ....................................................................................................
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## Completing Iteration 263 (approx. per word bound = -3.926, relative change = 1.688e-05) 
## ....................................................................................................
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## Completing Iteration 264 (approx. per word bound = -3.926, relative change = 1.712e-05) 
## ....................................................................................................
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## Completing Iteration 265 (approx. per word bound = -3.926, relative change = 1.774e-05) 
## Topic 1: r, kurdish, die, five, guerrilla 
##  Topic 2: kurd, troop, raid, lose, sweep 
##  Topic 3: forc, dozen, late, black, rojda 
##  Topic 4: kurdish, violenc, eight, roj, four 
##  Topic 5: peopl, --, defens, forc, politika 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, civilian, near, border 
##  Topic 9: kill, turkey, nine, intensifi, focus-clash 
##  Topic 10: soldier, turk, six, terörist, etkisiz 
##  Topic 11: clash, two, kill, eur, fight 
##  Topic 12: --, soldier, kurdish, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, turkey, kurdish, dead, conflict 
##  Topic 15: rebel, turkish, kill, seven, ambush 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 266 (approx. per word bound = -3.926, relative change = 1.852e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 267 (approx. per word bound = -3.925, relative change = 1.857e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 268 (approx. per word bound = -3.925, relative change = 1.837e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 269 (approx. per word bound = -3.925, relative change = 1.872e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 270 (approx. per word bound = -3.925, relative change = 1.969e-05) 
## Topic 1: r, kurdish, die, five, guerrilla 
##  Topic 2: kurd, troop, raid, lose, sweep 
##  Topic 3: forc, dozen, late, self, black 
##  Topic 4: kurdish, violenc, eight, roj, four 
##  Topic 5: peopl, --, defens, forc, politika 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, civilian, near, border 
##  Topic 9: kill, turkey, nine, intensifi, focus-clash 
##  Topic 10: soldier, turk, terörist, etkisiz, six 
##  Topic 11: clash, two, kill, eur, fight 
##  Topic 12: --, soldier, kurdish, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, turkey, kurdish, dead, conflict 
##  Topic 15: rebel, turkish, kill, seven, ambush 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 271 (approx. per word bound = -3.925, relative change = 2.062e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 272 (approx. per word bound = -3.925, relative change = 2.435e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 273 (approx. per word bound = -3.925, relative change = 2.816e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 274 (approx. per word bound = -3.925, relative change = 2.823e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 275 (approx. per word bound = -3.925, relative change = 2.703e-05) 
## Topic 1: r, kurdish, die, five, guerrilla 
##  Topic 2: kurd, troop, raid, lose, sweep 
##  Topic 3: forc, dozen, late, self, black 
##  Topic 4: kurdish, violenc, eight, roj, four 
##  Topic 5: peopl, --, defens, forc, politika 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, civilian, near, border 
##  Topic 9: kill, turkey, nine, intensifi, focus-clash 
##  Topic 10: soldier, turk, terörist, etkisiz, hale 
##  Topic 11: clash, two, kill, eur, five 
##  Topic 12: --, soldier, kurdish, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, turkey, kurdish, dead, conflict 
##  Topic 15: rebel, turkish, kill, seven, ambush 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 276 (approx. per word bound = -3.925, relative change = 2.402e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 277 (approx. per word bound = -3.925, relative change = 2.060e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 278 (approx. per word bound = -3.925, relative change = 1.850e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 279 (approx. per word bound = -3.924, relative change = 1.803e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 280 (approx. per word bound = -3.924, relative change = 1.834e-05) 
## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, troop, raid, lose, sweep 
##  Topic 3: forc, dozen, late, self, black 
##  Topic 4: kurdish, violenc, eight, roj, kurdish-rel 
##  Topic 5: peopl, --, defens, forc, politika 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, civilian, near, border 
##  Topic 9: kill, turkey, nine, intensifi, focus-clash 
##  Topic 10: soldier, turk, terörist, etkisiz, hale 
##  Topic 11: clash, two, kill, eur, five 
##  Topic 12: --, soldier, kurdish, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, kurdish, turkey, dead, conflict 
##  Topic 15: rebel, turkish, kill, seven, nine 
##  Topic 16: attack, turkish, pkk, bomb, polic 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 281 (approx. per word bound = -3.924, relative change = 1.905e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 282 (approx. per word bound = -3.924, relative change = 1.938e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 283 (approx. per word bound = -3.924, relative change = 1.690e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 284 (approx. per word bound = -3.924, relative change = 1.322e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 285 (approx. per word bound = -3.924, relative change = 1.183e-05) 
## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, troop, raid, lose, sweep 
##  Topic 3: forc, dozen, late, self, black 
##  Topic 4: kurdish, violenc, eight, roj, seven 
##  Topic 5: peopl, --, defens, forc, politika 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, civilian, near, border 
##  Topic 9: kill, turkey, nine, intensifi, focus-clash 
##  Topic 10: soldier, turk, terörist, etkisiz, hale 
##  Topic 11: clash, two, kill, five, eur 
##  Topic 12: --, soldier, kurdish, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, kurdish, turkey, dead, conflict 
##  Topic 15: rebel, turkish, kill, seven, nine 
##  Topic 16: attack, turkish, pkk, bomb, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 286 (approx. per word bound = -3.924, relative change = 1.206e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 287 (approx. per word bound = -3.924, relative change = 1.285e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 288 (approx. per word bound = -3.924, relative change = 1.448e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 289 (approx. per word bound = -3.924, relative change = 1.579e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 290 (approx. per word bound = -3.924, relative change = 1.824e-05) 
## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, troop, raid, lose, sweep 
##  Topic 3: forc, dozen, late, self, black 
##  Topic 4: kurdish, violenc, eight, roj, seven 
##  Topic 5: peopl, --, defens, forc, politika 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, civilian, near, border 
##  Topic 9: kill, turkey, nine, intensifi, focus-clash 
##  Topic 10: soldier, turk, terörist, etkisiz, hale 
##  Topic 11: clash, two, kill, five, eur 
##  Topic 12: --, soldier, kurdish, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, kurdish, turkey, dead, conflict 
##  Topic 15: rebel, turkish, kill, seven, nine 
##  Topic 16: attack, turkish, pkk, bomb, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 291 (approx. per word bound = -3.924, relative change = 1.971e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 292 (approx. per word bound = -3.924, relative change = 1.764e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 293 (approx. per word bound = -3.924, relative change = 1.412e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 294 (approx. per word bound = -3.924, relative change = 1.310e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 295 (approx. per word bound = -3.923, relative change = 1.340e-05) 
## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, troop, raid, lose, sweep 
##  Topic 3: forc, dozen, late, self, black 
##  Topic 4: kurdish, violenc, eight, roj, seven 
##  Topic 5: peopl, --, defens, forc, politika 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, civilian, near, border 
##  Topic 9: kill, turkey, nine, intensifi, focus-clash 
##  Topic 10: soldier, turk, terörist, etkisiz, hale 
##  Topic 11: clash, two, kill, five, eur 
##  Topic 12: --, soldier, kurdish, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, kurdish, turkey, dead, conflict 
##  Topic 15: rebel, turkish, kill, seven, nine 
##  Topic 16: attack, turkish, pkk, bomb, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 296 (approx. per word bound = -3.923, relative change = 1.384e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 297 (approx. per word bound = -3.923, relative change = 1.439e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 298 (approx. per word bound = -3.923, relative change = 1.466e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 299 (approx. per word bound = -3.923, relative change = 1.586e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 300 (approx. per word bound = -3.923, relative change = 1.574e-05) 
## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, troop, raid, lose, sweep 
##  Topic 3: forc, dozen, late, self, black 
##  Topic 4: kurdish, violenc, eight, seven, roj 
##  Topic 5: peopl, --, defens, forc, politika 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, civilian, near, border 
##  Topic 9: kill, turkey, nine, intensifi, focus-clash 
##  Topic 10: soldier, turk, terörist, etkisiz, hale 
##  Topic 11: clash, two, kill, five, eur 
##  Topic 12: --, soldier, kurdish, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, kurdish, turkey, dead, conflict 
##  Topic 15: rebel, turkish, kill, seven, nine 
##  Topic 16: attack, turkish, pkk, bomb, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 301 (approx. per word bound = -3.923, relative change = 1.697e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 302 (approx. per word bound = -3.923, relative change = 1.834e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 303 (approx. per word bound = -3.923, relative change = 1.960e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 304 (approx. per word bound = -3.923, relative change = 2.111e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 305 (approx. per word bound = -3.923, relative change = 1.980e-05) 
## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, troop, raid, lose, sweep 
##  Topic 3: forc, dozen, late, self, black 
##  Topic 4: kurdish, violenc, eight, seven, roj 
##  Topic 5: peopl, --, defens, forc, politika 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, civilian, near, border 
##  Topic 9: kill, turkey, nine, intensifi, focus-clash 
##  Topic 10: soldier, turk, terörist, etkisiz, hale 
##  Topic 11: clash, two, kill, five, eur 
##  Topic 12: --, soldier, kurdish, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, kurdish, turkey, dead, conflict 
##  Topic 15: rebel, turkish, kill, seven, nine 
##  Topic 16: attack, turkish, pkk, bomb, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 306 (approx. per word bound = -3.923, relative change = 1.683e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 307 (approx. per word bound = -3.923, relative change = 1.564e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 308 (approx. per word bound = -3.923, relative change = 1.472e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 309 (approx. per word bound = -3.923, relative change = 1.401e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 310 (approx. per word bound = -3.922, relative change = 1.345e-05) 
## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, troop, raid, lose, sweep 
##  Topic 3: forc, dozen, late, self, black 
##  Topic 4: kurdish, violenc, eight, seven, roj 
##  Topic 5: peopl, --, defens, forc, politika 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, civilian, near, border 
##  Topic 9: kill, turkey, nine, intensifi, focus-clash 
##  Topic 10: soldier, turk, terörist, etkisiz, hale 
##  Topic 11: clash, two, kill, five, six 
##  Topic 12: --, soldier, kurdish, european, turkey 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, kurdish, turkey, dead, conflict 
##  Topic 15: rebel, turkish, kill, seven, nine 
##  Topic 16: attack, turkish, pkk, bomb, four 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 311 (approx. per word bound = -3.922, relative change = 1.255e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 312 (approx. per word bound = -3.922, relative change = 1.278e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 313 (approx. per word bound = -3.922, relative change = 1.328e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 314 (approx. per word bound = -3.922, relative change = 1.453e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 315 (approx. per word bound = -3.922, relative change = 1.486e-05) 
## Topic 1: r, kurdish, die, guerrilla, five 
##  Topic 2: kurd, troop, raid, lose, sweep 
##  Topic 3: forc, dozen, late, black, rojda 
##  Topic 4: kurdish, violenc, eight, seven, roj 
##  Topic 5: peopl, --, defens, forc, politika 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: --, turkish, milit, kill, iraq 
##  Topic 8: three, offici, civilian, near, border 
##  Topic 9: kill, turkey, nine, intensifi, focus-clash 
##  Topic 10: soldier, turk, terörist, etkisiz, hale 
##  Topic 11: clash, two, kill, five, six 
##  Topic 12: --, soldier, kurdish, european, kill 
##  Topic 13: --, defens, people’, forc, terrorist 
##  Topic 14: say, kurdish, turkey, dead, conflict 
##  Topic 15: rebel, turkish, kill, seven, nine 
##  Topic 16: attack, turkish, pkk, bomb, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 316 (approx. per word bound = -3.922, relative change = 1.533e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 317 (approx. per word bound = -3.922, relative change = 1.385e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 318 (approx. per word bound = -3.922, relative change = 1.255e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      .................
##   Recovering initialization...
##      ..................
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -5.155) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.791, relative change = 7.067e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.579, relative change = 4.428e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.450, relative change = 2.808e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.366, relative change = 1.883e-02) 
## Topic 1: european, five, jun, wound, captur 
##  Topic 2: kill, kurd, troop, dead, guerrilla 
##  Topic 3: people’, forc, se, dow, getirildi 
##  Topic 4: say, violenc, kurdish, roj, kurdish-link 
##  Topic 5: --, peopl, iraqi, target, middl 
##  Topic 6: turkish, ankara, terrorist, _f, politika 
##  Topic 7: --, polic, turkish, four, offici 
##  Topic 8: --, turkish, pkk, iraq, strike 
##  Topic 9: rebel, clash, two, milit, f 
##  Topic 10: r, four, sep, turk, peopl 
##  Topic 11: soldier, --, eur, eleven, mine 
##  Topic 12: defens, --, turkey, peopl, view 
##  Topic 13: turkey, bomb, pkk, militari, blast 
##  Topic 14: turkey, kurdish, r, one, seven 
##  Topic 15: secur, three, forc, air, member 
##  Topic 16: forc, --, terörist, etkisiz, turk 
##  Topic 17: attack, --, armi, seven, mon 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.301, relative change = 1.488e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.248, relative change = 1.242e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.205, relative change = 1.003e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.175, relative change = 7.275e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.150, relative change = 5.922e-03) 
## Topic 1: european, five, jun, wound, captur 
##  Topic 2: kill, kurd, troop, dead, guerrilla 
##  Topic 3: people’, forc, se, dow, anadolu 
##  Topic 4: say, violenc, roj, kurdish, kurdish-rel 
##  Topic 5: --, iraqi, target, politika, middl 
##  Topic 6: turkish, ankara, terrorist, _f, apr 
##  Topic 7: --, polic, four, turkish, offici 
##  Topic 8: --, turkish, pkk, milit, iraq 
##  Topic 9: rebel, clash, two, anatolia, f 
##  Topic 10: r, four, sep, turk, peopl 
##  Topic 11: soldier, --, eur, eleven, mine 
##  Topic 12: defens, --, peopl, forc, view 
##  Topic 13: bomb, militari, turkey, blast, pkk 
##  Topic 14: turkey, kurdish, one, seven, villag 
##  Topic 15: secur, forc, three, member, air 
##  Topic 16: forc, --, turk, terörist, etkisiz 
##  Topic 17: --, attack, armi, mon, policeman 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.129, relative change = 5.067e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.112, relative change = 4.052e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.098, relative change = 3.597e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.085, relative change = 3.121e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.073, relative change = 2.792e-03) 
## Topic 1: european, five, wound, jun, captur 
##  Topic 2: kill, kurd, troop, dead, guerrilla 
##  Topic 3: people’, forc, se, full, profil 
##  Topic 4: say, violenc, roj, kurdish, kurdish-rel 
##  Topic 5: --, target, politika, middl, ozgur 
##  Topic 6: turkish, ankara, terrorist, f, _f 
##  Topic 7: --, four, polic, turkish, offici 
##  Topic 8: turkish, --, pkk, milit, kill 
##  Topic 9: rebel, clash, two, anatolia, eight 
##  Topic 10: r, four, turk, sep, peopl 
##  Topic 11: soldier, --, eur, eleven, kill 
##  Topic 12: defens, --, forc, peopl, view 
##  Topic 13: bomb, militari, blast, turkey, car 
##  Topic 14: turkey, kurdish, seven, one, villag 
##  Topic 15: secur, forc, three, member, sep 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, attack, armi, least, mon 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.064, relative change = 2.332e-03) 
## ....................................................................................................
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## Completing Iteration 17 (approx. per word bound = -4.056, relative change = 2.009e-03) 
## ....................................................................................................
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## Completing Iteration 18 (approx. per word bound = -4.048, relative change = 1.881e-03) 
## ....................................................................................................
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## Completing Iteration 19 (approx. per word bound = -4.041, relative change = 1.707e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 20 (approx. per word bound = -4.035, relative change = 1.574e-03) 
## Topic 1: european, five, wound, captur, twelv 
##  Topic 2: kill, kurd, troop, dead, guerrilla 
##  Topic 3: people’, forc, full, se, profil 
##  Topic 4: say, violenc, roj, kurdish, kurdish-rel 
##  Topic 5: --, politika, middl, ozgur, target 
##  Topic 6: turkish, ankara, terrorist, f, jun 
##  Topic 7: four, polic, turkish, offic, offici 
##  Topic 8: turkish, --, kill, pkk, milit 
##  Topic 9: rebel, clash, two, anatolia, eight 
##  Topic 10: r, four, turk, peopl, insurg 
##  Topic 11: soldier, turkish, --, two, kill 
##  Topic 12: defens, --, forc, peopl, view 
##  Topic 13: bomb, militari, blast, turkey, car 
##  Topic 14: turkey, kurdish, seven, villag, one 
##  Topic 15: secur, forc, three, member, sirnak 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, attack, armi, least, mon 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 21 (approx. per word bound = -4.029, relative change = 1.547e-03) 
## ....................................................................................................
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## Completing Iteration 22 (approx. per word bound = -4.023, relative change = 1.499e-03) 
## ....................................................................................................
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## Completing Iteration 23 (approx. per word bound = -4.017, relative change = 1.359e-03) 
## ....................................................................................................
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## Completing Iteration 24 (approx. per word bound = -4.012, relative change = 1.212e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 25 (approx. per word bound = -4.008, relative change = 1.100e-03) 
## Topic 1: european, five, wound, captur, twelv 
##  Topic 2: kill, kurd, troop, dead, guerrilla 
##  Topic 3: people’, forc, view, full, profil 
##  Topic 4: say, violenc, roj, kurdish, kurdish-rel 
##  Topic 5: politika, middl, ozgur, --, target 
##  Topic 6: turkish, ankara, terrorist, f, jun 
##  Topic 7: four, polic, turkish, offic, offici 
##  Topic 8: turkish, --, kill, pkk, milit 
##  Topic 9: rebel, clash, anatolia, two, eight 
##  Topic 10: r, turk, peopl, insurg, sixteen 
##  Topic 11: soldier, turkish, two, one, kill 
##  Topic 12: defens, --, forc, peopl, muham 
##  Topic 13: bomb, blast, turkey, pkk, car 
##  Topic 14: turkey, kurdish, seven, villag, guard 
##  Topic 15: secur, forc, three, member, separatist 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, attack, armi, mon, least 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 26 (approx. per word bound = -4.004, relative change = 1.013e-03) 
## ....................................................................................................
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## Completing Iteration 27 (approx. per word bound = -4.000, relative change = 1.011e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 28 (approx. per word bound = -3.996, relative change = 9.613e-04) 
## ....................................................................................................
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## Completing Iteration 29 (approx. per word bound = -3.993, relative change = 7.966e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 30 (approx. per word bound = -3.990, relative change = 7.673e-04) 
## Topic 1: european, five, wound, provinc, twelv 
##  Topic 2: kill, kurd, troop, dead, guerrilla 
##  Topic 3: people’, forc, view, full, profil 
##  Topic 4: say, violenc, kurdish, roj, kurdish-rel 
##  Topic 5: politika, middl, ozgur, --, target 
##  Topic 6: turkish, ankara, terrorist, f, clash 
##  Topic 7: four, polic, turkish, offic, offici 
##  Topic 8: turkish, --, kill, milit, pkk 
##  Topic 9: rebel, clash, anatolia, eight, six 
##  Topic 10: r, turk, peopl, die, insurg 
##  Topic 11: soldier, turkish, two, one, kill 
##  Topic 12: defens, --, forc, peopl, muham 
##  Topic 13: bomb, blast, turkey, pkk, dead 
##  Topic 14: turkey, kurdish, seven, villag, guard 
##  Topic 15: secur, forc, three, member, kill 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, attack, armi, mon, policeman 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 31 (approx. per word bound = -3.986, relative change = 7.743e-04) 
## ....................................................................................................
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## Completing Iteration 32 (approx. per word bound = -3.984, relative change = 7.182e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
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## Completing Iteration 33 (approx. per word bound = -3.981, relative change = 6.370e-04) 
## ....................................................................................................
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## Completing Iteration 34 (approx. per word bound = -3.979, relative change = 6.129e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 35 (approx. per word bound = -3.976, relative change = 5.387e-04) 
## Topic 1: european, five, wound, provinc, ambush 
##  Topic 2: kill, kurd, troop, dead, guerrilla 
##  Topic 3: people’, forc, view, --, full 
##  Topic 4: say, violenc, kurdish, roj, kurdish-rel 
##  Topic 5: politika, middl, ozgur, --, target 
##  Topic 6: turkish, ankara, terrorist, f, clash 
##  Topic 7: four, polic, turkish, offic, offici 
##  Topic 8: --, turkish, kill, milit, pkk 
##  Topic 9: rebel, clash, anatolia, eight, six 
##  Topic 10: r, turk, peopl, die, sixteen 
##  Topic 11: soldier, turkish, two, kill, one 
##  Topic 12: defens, --, forc, peopl, muham 
##  Topic 13: bomb, blast, turkey, pkk, dead 
##  Topic 14: turkey, kurdish, seven, villag, guard 
##  Topic 15: forc, secur, three, member, kill 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, attack, armi, kill, mon 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -3.974, relative change = 5.149e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 37 (approx. per word bound = -3.972, relative change = 5.134e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 38 (approx. per word bound = -3.970, relative change = 5.036e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 39 (approx. per word bound = -3.968, relative change = 5.063e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 40 (approx. per word bound = -3.966, relative change = 5.338e-04) 
## Topic 1: european, five, wound, provinc, ambush 
##  Topic 2: kill, kurd, troop, dead, guerrilla 
##  Topic 3: people’, forc, --, defens, view 
##  Topic 4: say, violenc, kurdish, roj, kurdish-rel 
##  Topic 5: politika, middl, ozgur, --, target 
##  Topic 6: turkish, ankara, terrorist, f, clash 
##  Topic 7: four, polic, turkish, offic, offici 
##  Topic 8: --, turkish, kill, milit, pkk 
##  Topic 9: rebel, clash, anatolia, eight, six 
##  Topic 10: r, turk, die, peopl, sixteen 
##  Topic 11: soldier, turkish, two, kill, one 
##  Topic 12: defens, --, forc, peopl, muham 
##  Topic 13: bomb, blast, turkey, pkk, dead 
##  Topic 14: turkey, kurdish, seven, villag, guard 
##  Topic 15: forc, secur, three, member, kill 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, attack, armi, kill, mon 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -3.964, relative change = 5.784e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 42 (approx. per word bound = -3.962, relative change = 6.196e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 43 (approx. per word bound = -3.959, relative change = 6.627e-04) 
## ....................................................................................................
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## Completing Iteration 44 (approx. per word bound = -3.956, relative change = 6.981e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -3.954, relative change = 5.844e-04) 
## Topic 1: european, five, wound, provinc, ambush 
##  Topic 2: kill, kurd, troop, dead, guerrilla 
##  Topic 3: people’, forc, --, defens, view 
##  Topic 4: say, violenc, kurdish, roj, kurdish-rel 
##  Topic 5: politika, middl, ozgur, --, target 
##  Topic 6: turkish, ankara, terrorist, f, clash 
##  Topic 7: four, polic, offic, turkish, offici 
##  Topic 8: --, turkish, milit, kill, pkk 
##  Topic 9: rebel, clash, eight, six, anatolia 
##  Topic 10: r, turk, die, peopl, sixteen 
##  Topic 11: soldier, turkish, two, kill, one 
##  Topic 12: defens, --, forc, peopl, muham 
##  Topic 13: bomb, blast, turkey, pkk, dead 
##  Topic 14: turkey, kurdish, seven, villag, guard 
##  Topic 15: forc, secur, three, kill, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, attack, armi, kill, mon 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -3.952, relative change = 5.665e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 47 (approx. per word bound = -3.949, relative change = 5.572e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 48 (approx. per word bound = -3.947, relative change = 5.573e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 49 (approx. per word bound = -3.945, relative change = 5.413e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -3.943, relative change = 5.500e-04) 
## Topic 1: european, five, wound, provinc, turkish 
##  Topic 2: kill, kurd, troop, dead, guerrilla 
##  Topic 3: people’, forc, --, defens, view 
##  Topic 4: say, violenc, kurdish, roj, kurdish-rel 
##  Topic 5: --, politika, middl, ozgur, target 
##  Topic 6: turkish, ankara, terrorist, f, clash 
##  Topic 7: four, polic, offic, turkish, pkk 
##  Topic 8: --, turkish, milit, kill, pkk 
##  Topic 9: rebel, clash, eight, six, conflict 
##  Topic 10: r, turk, die, peopl, sixteen 
##  Topic 11: soldier, turkish, two, kill, one 
##  Topic 12: defens, --, forc, peopl, cudi 
##  Topic 13: bomb, blast, turkey, pkk, dead 
##  Topic 14: turkey, kurdish, seven, villag, guard 
##  Topic 15: forc, secur, three, kill, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, attack, armi, kill, mon 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -3.941, relative change = 4.792e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -3.939, relative change = 4.616e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -3.937, relative change = 4.259e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 54 (approx. per word bound = -3.936, relative change = 3.929e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -3.935, relative change = 3.391e-04) 
## Topic 1: european, five, turkish, wound, provinc 
##  Topic 2: kill, kurd, troop, dead, guerrilla 
##  Topic 3: people’, --, forc, defens, view 
##  Topic 4: say, violenc, kurdish, conflict, guerrilla 
##  Topic 5: --, politika, middl, ozgur, target 
##  Topic 6: turkish, ankara, terrorist, f, anatolia 
##  Topic 7: four, polic, offic, pkk, turkish 
##  Topic 8: milit, --, turkish, kill, pkk 
##  Topic 9: rebel, clash, eight, six, nine 
##  Topic 10: r, turk, die, peopl, attack 
##  Topic 11: soldier, turkish, two, kill, one 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, blast, pkk, wound 
##  Topic 14: turkey, kurdish, seven, villag, guard 
##  Topic 15: forc, secur, three, kill, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, attack, kill, armi, mon 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -3.933, relative change = 3.081e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 57 (approx. per word bound = -3.932, relative change = 2.959e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 58 (approx. per word bound = -3.931, relative change = 2.851e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 59 (approx. per word bound = -3.930, relative change = 2.788e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 60 (approx. per word bound = -3.929, relative change = 2.707e-04) 
## Topic 1: european, five, turkish, provinc, wound 
##  Topic 2: kill, kurd, troop, dead, guerrilla 
##  Topic 3: people’, --, forc, defens, view 
##  Topic 4: say, violenc, conflict, kurdish, guerrilla 
##  Topic 5: --, politika, middl, ozgur, target 
##  Topic 6: turkish, ankara, terrorist, f, anatolia 
##  Topic 7: four, polic, offic, pkk, offici 
##  Topic 8: milit, turkish, --, kill, pkk 
##  Topic 9: rebel, clash, eight, six, nine 
##  Topic 10: r, turk, die, peopl, attack 
##  Topic 11: soldier, turkish, two, kill, one 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, blast, wound, pkk 
##  Topic 14: turkey, kurdish, seven, villag, guard 
##  Topic 15: forc, secur, three, kill, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, attack, kill, armi, mon 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 61 (approx. per word bound = -3.928, relative change = 2.235e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 62 (approx. per word bound = -3.927, relative change = 2.420e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 63 (approx. per word bound = -3.926, relative change = 3.535e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 64 (approx. per word bound = -3.924, relative change = 3.590e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 65 (approx. per word bound = -3.924, relative change = 1.999e-04) 
## Topic 1: european, five, turkish, provinc, wound 
##  Topic 2: kill, kurd, troop, dead, guerrilla 
##  Topic 3: --, people’, forc, defens, view 
##  Topic 4: say, violenc, conflict, kurdish, guerrilla 
##  Topic 5: --, politika, middl, ozgur, target 
##  Topic 6: turkish, ankara, terrorist, f, kill 
##  Topic 7: four, polic, pkk, offic, offici 
##  Topic 8: milit, turkish, --, kill, pkk 
##  Topic 9: rebel, clash, eight, six, nine 
##  Topic 10: r, die, turk, peopl, insurg 
##  Topic 11: soldier, turkish, two, kill, one 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, blast, wound, pkk 
##  Topic 14: turkey, kurdish, seven, villag, guard 
##  Topic 15: secur, forc, three, kill, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, attack, armi, mon 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 66 (approx. per word bound = -3.923, relative change = 2.063e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 67 (approx. per word bound = -3.922, relative change = 2.085e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 68 (approx. per word bound = -3.921, relative change = 1.658e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 69 (approx. per word bound = -3.921, relative change = 1.719e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 70 (approx. per word bound = -3.920, relative change = 1.622e-04) 
## Topic 1: european, five, turkish, provinc, wound 
##  Topic 2: kill, kurd, troop, dead, guerrilla 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: say, violenc, conflict, kurdish, guerrilla 
##  Topic 5: --, politika, target, middl, ozgur 
##  Topic 6: turkish, ankara, terrorist, kill, f 
##  Topic 7: four, polic, attack, pkk, offic 
##  Topic 8: milit, turkish, --, kill, pkk 
##  Topic 9: rebel, clash, eight, six, nine 
##  Topic 10: r, die, turk, peopl, insurg 
##  Topic 11: soldier, turkish, two, kill, one 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, blast, wound, pkk 
##  Topic 14: turkey, kurdish, seven, villag, guard 
##  Topic 15: secur, forc, three, kill, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, attack, armi, mon 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 71 (approx. per word bound = -3.920, relative change = 9.240e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 72 (approx. per word bound = -3.919, relative change = 8.385e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 73 (approx. per word bound = -3.919, relative change = 8.224e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 74 (approx. per word bound = -3.919, relative change = 9.765e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 75 (approx. per word bound = -3.918, relative change = 1.325e-04) 
## Topic 1: european, five, turkish, provinc, policeman 
##  Topic 2: kill, kurd, troop, dead, guerrilla 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: say, violenc, kurdish, conflict, guerrilla 
##  Topic 5: --, armi, target, politika, middl 
##  Topic 6: turkish, ankara, terrorist, kill, f 
##  Topic 7: four, polic, attack, pkk, offic 
##  Topic 8: milit, turkish, --, pkk, kill 
##  Topic 9: rebel, clash, eight, six, nine 
##  Topic 10: r, die, turk, peopl, insurg 
##  Topic 11: soldier, turkish, two, kill, one 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, blast, wound, pkk 
##  Topic 14: turkey, kurdish, seven, villag, guard 
##  Topic 15: secur, forc, three, kill, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, attack, armi, mon 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 76 (approx. per word bound = -3.918, relative change = 8.008e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 77 (approx. per word bound = -3.917, relative change = 7.848e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 78 (approx. per word bound = -3.917, relative change = 7.765e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 79 (approx. per word bound = -3.917, relative change = 7.645e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 80 (approx. per word bound = -3.917, relative change = 7.459e-05) 
## Topic 1: european, five, turkish, provinc, policeman 
##  Topic 2: kill, kurd, troop, dead, guerrilla 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: say, violenc, kurdish, conflict, guerrilla 
##  Topic 5: --, armi, target, kurdish, politika 
##  Topic 6: turkish, ankara, terrorist, kill, f 
##  Topic 7: four, attack, polic, pkk, offic 
##  Topic 8: milit, turkish, --, pkk, kill 
##  Topic 9: rebel, clash, eight, six, fight 
##  Topic 10: r, die, turk, peopl, insurg 
##  Topic 11: soldier, turkish, two, kill, one 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, blast, wound, pkk 
##  Topic 14: turkey, kurdish, seven, villag, guard 
##  Topic 15: secur, forc, three, kill, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, attack, armi, clash 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 81 (approx. per word bound = -3.916, relative change = 7.426e-05) 
## ....................................................................................................
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## Completing Iteration 82 (approx. per word bound = -3.916, relative change = 7.474e-05) 
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## Completing Iteration 83 (approx. per word bound = -3.916, relative change = 7.647e-05) 
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## Completing Iteration 84 (approx. per word bound = -3.915, relative change = 7.719e-05) 
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## Completing Iteration 85 (approx. per word bound = -3.915, relative change = 8.196e-05) 
## Topic 1: european, five, turkish, provinc, policeman 
##  Topic 2: kill, kurd, troop, dead, guerrilla 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: say, violenc, kurdish, guerrilla, conflict 
##  Topic 5: armi, --, kurdish, target, politika 
##  Topic 6: turkish, ankara, terrorist, kill, f 
##  Topic 7: four, attack, polic, pkk, offic 
##  Topic 8: milit, turkish, --, pkk, kill 
##  Topic 9: rebel, clash, eight, six, fight 
##  Topic 10: r, die, turk, peopl, insurg 
##  Topic 11: soldier, turkish, two, kill, one 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, blast, wound, pkk 
##  Topic 14: turkey, kurdish, seven, villag, guard 
##  Topic 15: secur, forc, three, kill, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, attack, armi, clash 
## ....................................................................................................
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## Completing Iteration 86 (approx. per word bound = -3.915, relative change = 9.080e-05) 
## ....................................................................................................
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## Completing Iteration 87 (approx. per word bound = -3.914, relative change = 7.506e-05) 
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## Completing Iteration 88 (approx. per word bound = -3.914, relative change = 7.293e-05) 
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## Completing Iteration 89 (approx. per word bound = -3.914, relative change = 7.154e-05) 
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## Completing Iteration 90 (approx. per word bound = -3.913, relative change = 7.750e-05) 
## Topic 1: european, five, turkish, provinc, policeman 
##  Topic 2: kill, kurd, troop, dead, offens 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: say, violenc, kurdish, guerrilla, conflict 
##  Topic 5: armi, --, kurdish, target, politika 
##  Topic 6: turkish, ankara, terrorist, kill, f 
##  Topic 7: four, attack, polic, pkk, offic 
##  Topic 8: milit, turkish, --, pkk, kill 
##  Topic 9: rebel, clash, eight, six, fight 
##  Topic 10: r, die, turk, peopl, insurg 
##  Topic 11: soldier, turkish, two, kill, one 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, blast, wound, pkk 
##  Topic 14: turkey, kurdish, seven, villag, guard 
##  Topic 15: secur, forc, three, kill, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, attack, armi, clash 
## ....................................................................................................
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## Completing Iteration 91 (approx. per word bound = -3.913, relative change = 8.613e-05) 
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## Completing Iteration 92 (approx. per word bound = -3.913, relative change = 1.142e-04) 
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## Completing Iteration 93 (approx. per word bound = -3.912, relative change = 1.248e-04) 
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## Completing Iteration 95 (approx. per word bound = -3.911, relative change = 9.052e-05) 
## Topic 1: european, five, turkish, provinc, policeman 
##  Topic 2: kill, kurd, troop, dead, offens 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: say, violenc, kurdish, guerrilla, conflict 
##  Topic 5: armi, --, kurdish, target, politika 
##  Topic 6: turkish, ankara, terrorist, kill, f 
##  Topic 7: four, attack, polic, pkk, offic 
##  Topic 8: milit, turkish, --, pkk, kill 
##  Topic 9: rebel, clash, eight, six, fight 
##  Topic 10: r, die, turk, peopl, insurg 
##  Topic 11: soldier, turkish, two, one, kill 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, blast, wound, pkk 
##  Topic 14: turkey, kurdish, seven, villag, guard 
##  Topic 15: secur, forc, three, kill, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, attack, armi, clash 
## ....................................................................................................
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## Completing Iteration 96 (approx. per word bound = -3.911, relative change = 9.161e-05) 
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## Completing Iteration 97 (approx. per word bound = -3.911, relative change = 9.684e-05) 
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## Completing Iteration 98 (approx. per word bound = -3.910, relative change = 1.007e-04) 
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## Completing Iteration 99 (approx. per word bound = -3.910, relative change = 9.837e-05) 
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## Completing Iteration 100 (approx. per word bound = -3.910, relative change = 1.047e-04) 
## Topic 1: turkish, five, european, provinc, policeman 
##  Topic 2: kill, kurd, troop, dead, offens 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: say, violenc, kurdish, guerrilla, conflict 
##  Topic 5: armi, --, kurdish, target, politika 
##  Topic 6: turkish, ankara, terrorist, kill, f 
##  Topic 7: four, attack, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, pkk 
##  Topic 9: rebel, clash, six, eight, fight 
##  Topic 10: r, die, turk, peopl, insurg 
##  Topic 11: soldier, turkish, two, one, kill 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, blast, wound, dead 
##  Topic 14: turkey, kurdish, seven, villag, guard 
##  Topic 15: secur, forc, three, kill, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, attack, clash, european 
## ....................................................................................................
## Completed E-Step (1 seconds). 
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## Completing Iteration 101 (approx. per word bound = -3.909, relative change = 1.086e-04) 
## ....................................................................................................
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## Completing Iteration 102 (approx. per word bound = -3.909, relative change = 1.139e-04) 
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## Completing Iteration 103 (approx. per word bound = -3.908, relative change = 1.223e-04) 
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## Completing Iteration 104 (approx. per word bound = -3.908, relative change = 1.510e-04) 
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## Completing Iteration 105 (approx. per word bound = -3.907, relative change = 1.813e-04) 
## Topic 1: turkish, five, european, provinc, policeman 
##  Topic 2: kill, kurd, troop, dead, offens 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: say, violenc, kurdish, turkey, guerrilla 
##  Topic 5: armi, --, kurdish, target, politika 
##  Topic 6: turkish, ankara, terrorist, kill, f 
##  Topic 7: four, attack, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, pkk 
##  Topic 9: rebel, clash, six, eight, fight 
##  Topic 10: r, die, turk, peopl, insurg 
##  Topic 11: soldier, turkish, two, one, kill 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, blast, wound, dead 
##  Topic 14: turkey, kurdish, seven, villag, guard 
##  Topic 15: secur, forc, three, kill, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, attack, clash 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 106 (approx. per word bound = -3.906, relative change = 1.624e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
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## Completing Iteration 107 (approx. per word bound = -3.906, relative change = 1.367e-04) 
## ....................................................................................................
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## Completing Iteration 108 (approx. per word bound = -3.905, relative change = 1.264e-04) 
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## Completing Iteration 109 (approx. per word bound = -3.905, relative change = 1.199e-04) 
## ....................................................................................................
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## Completing Iteration 110 (approx. per word bound = -3.904, relative change = 1.261e-04) 
## Topic 1: turkish, five, european, policeman, provinc 
##  Topic 2: kill, kurd, troop, dead, offens 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: say, violenc, turkey, kurdish, guerrilla 
##  Topic 5: armi, --, kurdish, target, politika 
##  Topic 6: turkish, ankara, terrorist, kill, f 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, pkk 
##  Topic 9: rebel, clash, six, eight, fight 
##  Topic 10: r, die, turk, peopl, eight 
##  Topic 11: soldier, turkish, two, one, kill 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, blast, wound, dead 
##  Topic 14: turkey, kurdish, seven, villag, guard 
##  Topic 15: secur, forc, three, kill, turkish 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, attack, clash 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 111 (approx. per word bound = -3.904, relative change = 1.271e-04) 
## ....................................................................................................
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## Completing Iteration 112 (approx. per word bound = -3.903, relative change = 1.034e-04) 
## ....................................................................................................
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## Completing Iteration 113 (approx. per word bound = -3.903, relative change = 8.924e-05) 
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## Completing Iteration 114 (approx. per word bound = -3.903, relative change = 7.923e-05) 
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## Completing Iteration 115 (approx. per word bound = -3.902, relative change = 7.351e-05) 
## Topic 1: turkish, five, policeman, provinc, ambush 
##  Topic 2: kill, kurd, troop, dead, offens 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: say, violenc, turkey, kurdish, guerrilla 
##  Topic 5: armi, --, kurdish, target, politika 
##  Topic 6: turkish, ankara, terrorist, kill, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, pkk 
##  Topic 9: rebel, clash, six, fight, eight 
##  Topic 10: r, die, turk, peopl, eight 
##  Topic 11: soldier, turkish, two, one, kill 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, wound, blast, dead 
##  Topic 14: turkey, kurdish, seven, villag, guard 
##  Topic 15: secur, forc, three, turkish, kill 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, attack 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 116 (approx. per word bound = -3.902, relative change = 7.039e-05) 
## ....................................................................................................
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## Completing Iteration 117 (approx. per word bound = -3.902, relative change = 6.808e-05) 
## ....................................................................................................
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## Completing Iteration 118 (approx. per word bound = -3.902, relative change = 6.657e-05) 
## ....................................................................................................
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## Completing Iteration 119 (approx. per word bound = -3.901, relative change = 6.565e-05) 
## ....................................................................................................
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## Completing Iteration 120 (approx. per word bound = -3.901, relative change = 6.947e-05) 
## Topic 1: turkish, five, policeman, provinc, ambush 
##  Topic 2: kill, kurd, troop, dead, offens 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: say, turkey, violenc, guerrilla, kurdish 
##  Topic 5: armi, --, kurdish, target, politika 
##  Topic 6: turkish, ankara, terrorist, kill, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, pkk 
##  Topic 9: rebel, clash, six, fight, nine 
##  Topic 10: r, die, turk, peopl, eight 
##  Topic 11: soldier, turkish, two, one, kill 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, wound, blast, dead 
##  Topic 14: turkey, kurdish, seven, villag, guard 
##  Topic 15: secur, forc, three, turkish, kill 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, attack 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 121 (approx. per word bound = -3.901, relative change = 7.923e-05) 
## ....................................................................................................
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## Completing Iteration 122 (approx. per word bound = -3.900, relative change = 7.521e-05) 
## ....................................................................................................
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## Completing Iteration 123 (approx. per word bound = -3.900, relative change = 7.691e-05) 
## ....................................................................................................
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## Completing Iteration 124 (approx. per word bound = -3.900, relative change = 5.820e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
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## Completing Iteration 125 (approx. per word bound = -3.900, relative change = 5.672e-05) 
## Topic 1: turkish, five, policeman, provinc, ambush 
##  Topic 2: kill, kurd, troop, dead, offens 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: say, turkey, violenc, guerrilla, kurdish 
##  Topic 5: armi, --, kurdish, target, politika 
##  Topic 6: turkish, ankara, terrorist, kill, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, pkk 
##  Topic 9: rebel, clash, six, fight, nine 
##  Topic 10: r, die, turk, peopl, eight 
##  Topic 11: soldier, two, turkish, one, kill 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, wound, blast, dead 
##  Topic 14: turkey, kurdish, seven, villag, guard 
##  Topic 15: secur, forc, three, turkish, kill 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 126 (approx. per word bound = -3.900, relative change = 5.507e-05) 
## ....................................................................................................
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## Completing Iteration 127 (approx. per word bound = -3.899, relative change = 5.452e-05) 
## ....................................................................................................
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## Completing Iteration 128 (approx. per word bound = -3.899, relative change = 5.419e-05) 
## ....................................................................................................
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## Completing Iteration 129 (approx. per word bound = -3.899, relative change = 5.929e-05) 
## ....................................................................................................
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## Completing Iteration 130 (approx. per word bound = -3.899, relative change = 6.616e-05) 
## Topic 1: turkish, five, policeman, provinc, ambush 
##  Topic 2: kill, kurd, troop, dead, offens 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: say, turkey, violenc, guerrilla, conflict 
##  Topic 5: armi, --, kurdish, target, politika 
##  Topic 6: ankara, turkish, terrorist, kill, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, pkk 
##  Topic 9: rebel, clash, six, fight, nine 
##  Topic 10: r, die, turk, eight, peopl 
##  Topic 11: soldier, two, turkish, one, kill 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, wound, blast, -- 
##  Topic 14: turkey, kurdish, seven, villag, guard 
##  Topic 15: secur, forc, three, turkish, kill 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 131 (approx. per word bound = -3.898, relative change = 5.666e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 132 (approx. per word bound = -3.898, relative change = 5.062e-05) 
## ....................................................................................................
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## Completing Iteration 133 (approx. per word bound = -3.898, relative change = 5.806e-05) 
## ....................................................................................................
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## Completing Iteration 134 (approx. per word bound = -3.898, relative change = 5.080e-05) 
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## Completed E-Step (0 seconds). 
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## Completing Iteration 135 (approx. per word bound = -3.898, relative change = 5.099e-05) 
## Topic 1: turkish, five, policeman, provinc, ambush 
##  Topic 2: kill, kurd, troop, dead, offens 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: say, turkey, violenc, guerrilla, conflict 
##  Topic 5: armi, --, kurdish, target, politika 
##  Topic 6: ankara, turkish, terrorist, kill, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, pkk 
##  Topic 9: rebel, clash, six, fight, nine 
##  Topic 10: r, die, turk, eight, peopl 
##  Topic 11: soldier, two, turkish, one, kill 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, wound, blast, -- 
##  Topic 14: turkey, kurdish, seven, villag, guard 
##  Topic 15: secur, forc, three, turkish, kill 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 136 (approx. per word bound = -3.897, relative change = 5.768e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 137 (approx. per word bound = -3.897, relative change = 6.362e-05) 
## ....................................................................................................
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## Completing Iteration 138 (approx. per word bound = -3.897, relative change = 6.814e-05) 
## ....................................................................................................
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## Completing Iteration 139 (approx. per word bound = -3.897, relative change = 7.209e-05) 
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## Completing Iteration 140 (approx. per word bound = -3.896, relative change = 6.290e-05) 
## Topic 1: turkish, five, policeman, provinc, ambush 
##  Topic 2: kill, kurd, troop, dead, offens 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: say, turkey, violenc, guerrilla, conflict 
##  Topic 5: armi, --, kurdish, target, politika 
##  Topic 6: ankara, turkish, terrorist, kill, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, pkk 
##  Topic 9: rebel, clash, six, fight, nine 
##  Topic 10: r, die, turk, eight, peopl 
##  Topic 11: soldier, two, turkish, one, kill 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, wound, blast, -- 
##  Topic 14: turkey, kurdish, seven, guard, villag 
##  Topic 15: secur, forc, turkish, three, kill 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 141 (approx. per word bound = -3.896, relative change = 5.713e-05) 
## ....................................................................................................
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## Completing Iteration 142 (approx. per word bound = -3.896, relative change = 5.487e-05) 
## ....................................................................................................
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## Completing Iteration 143 (approx. per word bound = -3.896, relative change = 5.607e-05) 
## ....................................................................................................
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## Completing Iteration 144 (approx. per word bound = -3.895, relative change = 5.340e-05) 
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## Completed E-Step (0 seconds). 
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## Completing Iteration 145 (approx. per word bound = -3.895, relative change = 4.364e-05) 
## Topic 1: turkish, five, policeman, provinc, ambush 
##  Topic 2: kill, kurd, troop, dead, offens 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: say, turkey, violenc, guerrilla, conflict 
##  Topic 5: armi, --, kurdish, target, politika 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, pkk 
##  Topic 9: rebel, clash, six, fight, nine 
##  Topic 10: r, die, turk, eight, peopl 
##  Topic 11: soldier, two, turkish, one, kill 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, wound, blast, -- 
##  Topic 14: turkey, kurdish, seven, guard, villag 
##  Topic 15: secur, forc, turkish, three, kill 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 146 (approx. per word bound = -3.895, relative change = 4.155e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 147 (approx. per word bound = -3.895, relative change = 4.190e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 148 (approx. per word bound = -3.895, relative change = 4.202e-05) 
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## Completing Iteration 150 (approx. per word bound = -3.894, relative change = 3.229e-05) 
## Topic 1: turkish, five, policeman, provinc, ambush 
##  Topic 2: kill, kurd, troop, dead, offens 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: say, turkey, violenc, guerrilla, kurdish 
##  Topic 5: armi, --, kurdish, target, politika 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, pkk 
##  Topic 9: rebel, clash, six, fight, nine 
##  Topic 10: r, die, turk, eight, peopl 
##  Topic 11: soldier, two, turkish, one, kill 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, wound, --, blast 
##  Topic 14: turkey, kurdish, seven, guard, villag 
##  Topic 15: secur, forc, turkish, three, kill 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
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## Topic 1: turkish, five, policeman, provinc, ambush 
##  Topic 2: kill, kurd, troop, dead, offens 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: say, turkey, violenc, guerrilla, kurdish 
##  Topic 5: armi, --, kurdish, target, politika 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, six, fight, nine 
##  Topic 10: r, die, eight, turk, peopl 
##  Topic 11: soldier, two, turkish, one, kill 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, wound, --, blast 
##  Topic 14: turkey, kurdish, seven, guard, villag 
##  Topic 15: secur, forc, turkish, three, kill 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
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## Completing Iteration 160 (approx. per word bound = -3.893, relative change = 3.765e-05) 
## Topic 1: turkish, five, policeman, provinc, ambush 
##  Topic 2: kill, kurd, troop, dead, lose 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: say, turkey, violenc, guerrilla, kurdish 
##  Topic 5: armi, --, kurdish, target, politika 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, six, fight, nine 
##  Topic 10: r, die, eight, turk, peopl 
##  Topic 11: soldier, two, turkish, one, kill 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, wound, --, blast 
##  Topic 14: turkey, kurdish, seven, guard, villag 
##  Topic 15: secur, forc, turkish, three, kill 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
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## Completing Iteration 165 (approx. per word bound = -3.892, relative change = 3.210e-05) 
## Topic 1: turkish, five, policeman, provinc, ambush 
##  Topic 2: kill, kurd, troop, dead, lose 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: say, turkey, violenc, kurdish, guerrilla 
##  Topic 5: armi, --, kurdish, target, politika 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, six, fight, nine 
##  Topic 10: r, die, eight, turk, peopl 
##  Topic 11: soldier, two, turkish, one, kill 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, wound, --, blast 
##  Topic 14: turkey, kurdish, seven, guard, villag 
##  Topic 15: turkish, secur, forc, three, kill 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
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## Completing Iteration 166 (approx. per word bound = -3.892, relative change = 2.471e-05) 
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## Completing Iteration 170 (approx. per word bound = -3.892, relative change = 2.127e-05) 
## Topic 1: turkish, five, policeman, provinc, ambush 
##  Topic 2: kill, kurd, troop, dead, lose 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: say, turkey, violenc, kurdish, guerrilla 
##  Topic 5: armi, --, kurdish, target, politika 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, six, fight, nine 
##  Topic 10: r, die, eight, turk, peopl 
##  Topic 11: soldier, two, turkish, one, kill 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, wound, --, blast 
##  Topic 14: turkey, kurdish, seven, guard, villag 
##  Topic 15: turkish, secur, forc, three, kill 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
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## Completing Iteration 171 (approx. per word bound = -3.892, relative change = 2.152e-05) 
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## Completing Iteration 175 (approx. per word bound = -3.891, relative change = 2.599e-05) 
## Topic 1: turkish, five, policeman, provinc, ambush 
##  Topic 2: kill, kurd, troop, dead, lose 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, violenc, kurdish, guerrilla 
##  Topic 5: armi, --, kurdish, target, politika 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, six, fight, nine 
##  Topic 10: r, die, eight, turk, peopl 
##  Topic 11: soldier, two, turkish, one, kill 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, wound, --, blast 
##  Topic 14: turkey, kurdish, seven, guard, villag 
##  Topic 15: turkish, secur, forc, three, kill 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
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## Completing Iteration 176 (approx. per word bound = -3.891, relative change = 2.843e-05) 
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## Completing Iteration 180 (approx. per word bound = -3.891, relative change = 2.418e-05) 
## Topic 1: turkish, five, policeman, provinc, ambush 
##  Topic 2: kill, kurd, troop, dead, lose 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, violenc, kurdish, guerrilla 
##  Topic 5: armi, --, kurdish, target, politika 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, six, fight, nine 
##  Topic 10: r, die, eight, turk, peopl 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, wound, --, blast 
##  Topic 14: kurdish, turkey, seven, guard, villag 
##  Topic 15: turkish, secur, forc, three, kill 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
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## Completing Iteration 181 (approx. per word bound = -3.891, relative change = 2.431e-05) 
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## Completing Iteration 182 (approx. per word bound = -3.891, relative change = 2.497e-05) 
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## Completing Iteration 183 (approx. per word bound = -3.891, relative change = 2.552e-05) 
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## Completing Iteration 185 (approx. per word bound = -3.890, relative change = 2.424e-05) 
## Topic 1: turkish, five, policeman, provinc, ambush 
##  Topic 2: kill, kurd, troop, dead, lose 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, violenc, kurdish, guerrilla 
##  Topic 5: armi, --, kurdish, target, politika 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, six, fight, nine 
##  Topic 10: r, die, eight, turk, peopl 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, wound, --, blast 
##  Topic 14: kurdish, turkey, seven, guard, villag 
##  Topic 15: turkish, secur, forc, three, kill 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
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## Completing Iteration 186 (approx. per word bound = -3.890, relative change = 2.455e-05) 
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## Completing Iteration 187 (approx. per word bound = -3.890, relative change = 2.470e-05) 
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## Completing Iteration 190 (approx. per word bound = -3.890, relative change = 2.385e-05) 
## Topic 1: turkish, five, policeman, provinc, ambush 
##  Topic 2: kill, kurd, troop, dead, lose 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, violenc, kurdish, guerrilla 
##  Topic 5: armi, --, kurdish, target, politika 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, six, fight, nine 
##  Topic 10: r, die, eight, turk, peopl 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, wound, --, blast 
##  Topic 14: kurdish, turkey, seven, guard, villag 
##  Topic 15: turkish, secur, forc, three, kill 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
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## Completing Iteration 191 (approx. per word bound = -3.890, relative change = 2.372e-05) 
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## Completing Iteration 195 (approx. per word bound = -3.889, relative change = 2.397e-05) 
## Topic 1: turkish, five, policeman, provinc, ambush 
##  Topic 2: kill, kurd, troop, dead, lose 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, violenc, kurdish, guerrilla 
##  Topic 5: armi, --, kurdish, target, politika 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, six, fight, nine 
##  Topic 10: r, die, eight, turk, peopl 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, wound, --, blast 
##  Topic 14: kurdish, turkey, seven, guard, villag 
##  Topic 15: turkish, secur, forc, three, kill 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
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## Completing Iteration 196 (approx. per word bound = -3.889, relative change = 2.309e-05) 
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## Completing Iteration 197 (approx. per word bound = -3.889, relative change = 2.260e-05) 
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## Completing Iteration 198 (approx. per word bound = -3.889, relative change = 2.221e-05) 
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## Completing Iteration 199 (approx. per word bound = -3.889, relative change = 2.176e-05) 
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## Completing Iteration 200 (approx. per word bound = -3.889, relative change = 2.257e-05) 
## Topic 1: turkish, five, policeman, ambush, provinc 
##  Topic 2: kill, kurd, troop, dead, lose 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, violenc, kurdish, guerrilla 
##  Topic 5: armi, --, kurdish, target, politika 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, six, fight, nine 
##  Topic 10: r, die, eight, turk, peopl 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, wound, --, blast 
##  Topic 14: kurdish, turkey, seven, guard, villag 
##  Topic 15: turkish, secur, forc, three, kill 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
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## Completing Iteration 201 (approx. per word bound = -3.889, relative change = 2.454e-05) 
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## Completing Iteration 204 (approx. per word bound = -3.889, relative change = 2.053e-05) 
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## Completing Iteration 205 (approx. per word bound = -3.889, relative change = 2.025e-05) 
## Topic 1: turkish, five, policeman, ambush, provinc 
##  Topic 2: kill, kurd, troop, dead, lose 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, violenc, kurdish, guerrilla 
##  Topic 5: --, armi, kurdish, target, politika 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, six, fight, nine 
##  Topic 10: r, die, eight, turk, peopl 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, wound, --, blast 
##  Topic 14: kurdish, turkey, seven, guard, villag 
##  Topic 15: turkish, secur, forc, three, kill 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
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## Completing Iteration 206 (approx. per word bound = -3.888, relative change = 2.044e-05) 
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## Completing Iteration 209 (approx. per word bound = -3.888, relative change = 2.005e-05) 
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## Completing Iteration 210 (approx. per word bound = -3.888, relative change = 2.066e-05) 
## Topic 1: turkish, five, policeman, ambush, provinc 
##  Topic 2: kill, kurd, troop, dead, lose 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, violenc, kurdish, conflict 
##  Topic 5: --, armi, kurdish, target, politika 
##  Topic 6: ankara, turkish, kill, terrorist, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, six, fight, nine 
##  Topic 10: r, die, eight, turk, peopl 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, wound, --, blast 
##  Topic 14: kurdish, turkey, seven, guard, villag 
##  Topic 15: turkish, secur, forc, three, kill 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
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## Completing Iteration 211 (approx. per word bound = -3.888, relative change = 2.244e-05) 
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## Completing Iteration 214 (approx. per word bound = -3.888, relative change = 3.602e-05) 
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## Completing Iteration 215 (approx. per word bound = -3.888, relative change = 3.877e-05) 
## Topic 1: turkish, five, policeman, ambush, provinc 
##  Topic 2: kill, kurd, troop, dead, lose 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, violenc, kurdish, conflict 
##  Topic 5: --, armi, kurdish, target, politika 
##  Topic 6: ankara, kill, turkish, terrorist, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, six, fight, nine 
##  Topic 10: r, die, eight, turk, peopl 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, wound, --, blast 
##  Topic 14: kurdish, turkey, seven, guard, villag 
##  Topic 15: turkish, secur, forc, three, kill 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
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## Completing Iteration 216 (approx. per word bound = -3.887, relative change = 3.782e-05) 
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## Completing Iteration 220 (approx. per word bound = -3.887, relative change = 2.413e-05) 
## Topic 1: turkish, five, policeman, ambush, provinc 
##  Topic 2: kill, kurd, troop, dead, lose 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, violenc, kurdish, conflict 
##  Topic 5: --, armi, kurdish, target, politika 
##  Topic 6: ankara, kill, turkish, terrorist, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, six, fight, nine 
##  Topic 10: r, die, eight, turk, peopl 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, --, wound, blast 
##  Topic 14: kurdish, turkey, seven, guard, villag 
##  Topic 15: turkish, secur, forc, three, kill 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
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## Completing Iteration 221 (approx. per word bound = -3.887, relative change = 2.211e-05) 
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## Completing Iteration 225 (approx. per word bound = -3.886, relative change = 2.420e-05) 
## Topic 1: turkish, five, policeman, ambush, provinc 
##  Topic 2: kill, kurd, troop, dead, lose 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, violenc, kurdish, conflict 
##  Topic 5: --, armi, kurdish, target, politika 
##  Topic 6: ankara, kill, turkish, terrorist, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, six, fight, nine 
##  Topic 10: r, die, eight, turk, turkey 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, --, wound, blast 
##  Topic 14: kurdish, turkey, seven, guard, villag 
##  Topic 15: turkish, secur, forc, three, kill 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
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## Completing Iteration 230 (approx. per word bound = -3.886, relative change = 1.836e-05) 
## Topic 1: turkish, five, policeman, ambush, provinc 
##  Topic 2: kill, kurd, troop, dead, lose 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, violenc, kurdish, conflict 
##  Topic 5: --, armi, kurdish, target, politika 
##  Topic 6: ankara, kill, turkish, terrorist, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, six, fight, nine 
##  Topic 10: r, die, eight, turk, turkey 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, --, wound, blast 
##  Topic 14: kurdish, turkey, seven, kill, guard 
##  Topic 15: turkish, secur, forc, three, kill 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
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## Completing Iteration 231 (approx. per word bound = -3.886, relative change = 1.745e-05) 
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## Completing Iteration 235 (approx. per word bound = -3.886, relative change = 1.780e-05) 
## Topic 1: turkish, five, policeman, ambush, provinc 
##  Topic 2: kill, kurd, troop, dead, lose 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, violenc, kurdish, conflict 
##  Topic 5: --, armi, kurdish, target, politika 
##  Topic 6: ankara, kill, turkish, terrorist, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, fight, six, nine 
##  Topic 10: r, die, eight, turk, turkey 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, --, wound, blast 
##  Topic 14: kurdish, turkey, seven, kill, guard 
##  Topic 15: turkish, secur, forc, three, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
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## Completing Iteration 236 (approx. per word bound = -3.886, relative change = 1.803e-05) 
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## Completing Iteration 237 (approx. per word bound = -3.886, relative change = 1.875e-05) 
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## Completing Iteration 238 (approx. per word bound = -3.886, relative change = 1.842e-05) 
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## Completing Iteration 240 (approx. per word bound = -3.885, relative change = 1.938e-05) 
## Topic 1: turkish, five, policeman, ambush, provinc 
##  Topic 2: kill, kurd, troop, dead, lose 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, kurdish, violenc, conflict 
##  Topic 5: --, armi, kurdish, target, politika 
##  Topic 6: ankara, kill, turkish, terrorist, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, fight, six, nine 
##  Topic 10: r, die, eight, turkey, turk 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, --, wound, blast 
##  Topic 14: kurdish, turkey, seven, kill, guard 
##  Topic 15: turkish, secur, forc, three, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
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## Completing Iteration 241 (approx. per word bound = -3.885, relative change = 1.935e-05) 
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## Completing Iteration 245 (approx. per word bound = -3.885, relative change = 2.202e-05) 
## Topic 1: turkish, five, policeman, ambush, provinc 
##  Topic 2: kill, kurd, troop, dead, lose 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, kurdish, violenc, conflict 
##  Topic 5: --, armi, kurdish, target, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, fight, nine, six 
##  Topic 10: r, die, turkey, eight, turk 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: bomb, turkey, --, wound, blast 
##  Topic 14: kurdish, turkey, seven, kill, guard 
##  Topic 15: turkish, secur, forc, three, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
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## Completing Iteration 246 (approx. per word bound = -3.885, relative change = 2.085e-05) 
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## Completing Iteration 248 (approx. per word bound = -3.885, relative change = 2.026e-05) 
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## Completing Iteration 249 (approx. per word bound = -3.885, relative change = 2.108e-05) 
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## Completing Iteration 250 (approx. per word bound = -3.885, relative change = 2.213e-05) 
## Topic 1: turkish, five, policeman, ambush, provinc 
##  Topic 2: kill, kurd, troop, dead, lose 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, kurdish, violenc, conflict 
##  Topic 5: --, armi, kurdish, target, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, fight, nine, six 
##  Topic 10: r, die, turkey, turk, eight 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: turkey, bomb, --, wound, blast 
##  Topic 14: kurdish, turkey, seven, kill, guard 
##  Topic 15: turkish, secur, forc, three, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
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## Completing Iteration 251 (approx. per word bound = -3.884, relative change = 2.304e-05) 
## ....................................................................................................
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## Completing Iteration 252 (approx. per word bound = -3.884, relative change = 2.479e-05) 
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## Completing Iteration 253 (approx. per word bound = -3.884, relative change = 2.636e-05) 
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## Completing Iteration 254 (approx. per word bound = -3.884, relative change = 2.989e-05) 
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## Completing Iteration 255 (approx. per word bound = -3.884, relative change = 3.410e-05) 
## Topic 1: turkish, five, policeman, ambush, provinc 
##  Topic 2: kill, kurd, troop, dead, lose 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, kurdish, violenc, conflict 
##  Topic 5: --, armi, kurdish, target, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, fight, nine, day 
##  Topic 10: r, die, turkey, turk, eight 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: turkey, bomb, --, wound, blast 
##  Topic 14: kurdish, turkey, kill, seven, guard 
##  Topic 15: turkish, secur, forc, three, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
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## Completing Iteration 256 (approx. per word bound = -3.884, relative change = 3.628e-05) 
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## Completing Iteration 257 (approx. per word bound = -3.884, relative change = 3.423e-05) 
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## Completing Iteration 259 (approx. per word bound = -3.883, relative change = 3.101e-05) 
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## Completing Iteration 260 (approx. per word bound = -3.883, relative change = 2.825e-05) 
## Topic 1: turkish, five, policeman, ambush, provinc 
##  Topic 2: kill, kurd, troop, dead, lose 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, kurdish, violenc, conflict 
##  Topic 5: --, armi, kurdish, target, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, fight, nine, day 
##  Topic 10: r, die, turkey, turk, eight 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: turkey, bomb, wound, --, blast 
##  Topic 14: kurdish, turkey, kill, seven, guard 
##  Topic 15: turkish, secur, forc, three, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, pkk 
## ....................................................................................................
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## Completing Iteration 261 (approx. per word bound = -3.883, relative change = 2.675e-05) 
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## Completing Iteration 262 (approx. per word bound = -3.883, relative change = 2.561e-05) 
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## Completing Iteration 264 (approx. per word bound = -3.883, relative change = 2.133e-05) 
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## Completing Iteration 265 (approx. per word bound = -3.883, relative change = 1.895e-05) 
## Topic 1: turkish, five, policeman, ambush, provinc 
##  Topic 2: kill, kurd, troop, dead, lose 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, kurdish, violenc, conflict 
##  Topic 5: --, armi, kurdish, target, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, fight, nine, day 
##  Topic 10: r, die, turkey, turk, eight 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: turkey, bomb, wound, --, blast 
##  Topic 14: kurdish, turkey, kill, seven, six 
##  Topic 15: turkish, secur, forc, three, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, pkk 
## ....................................................................................................
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## Completing Iteration 266 (approx. per word bound = -3.883, relative change = 1.653e-05) 
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## Completing Iteration 267 (approx. per word bound = -3.883, relative change = 1.477e-05) 
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## Completing Iteration 268 (approx. per word bound = -3.883, relative change = 1.322e-05) 
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## Completing Iteration 269 (approx. per word bound = -3.883, relative change = 1.270e-05) 
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## Completing Iteration 270 (approx. per word bound = -3.883, relative change = 1.173e-05) 
## Topic 1: turkish, five, policeman, ambush, provinc 
##  Topic 2: kill, kurd, troop, dead, lose 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, kurdish, violenc, conflict 
##  Topic 5: --, armi, kurdish, target, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, fight, nine, day 
##  Topic 10: r, die, turkey, turk, peopl 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: turkey, bomb, wound, --, blast 
##  Topic 14: kurdish, turkey, kill, seven, six 
##  Topic 15: turkish, secur, forc, three, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, pkk 
## ....................................................................................................
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## Completing Iteration 271 (approx. per word bound = -3.883, relative change = 1.157e-05) 
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## Completing Iteration 273 (approx. per word bound = -3.883, relative change = 1.092e-05) 
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## Completing Iteration 274 (approx. per word bound = -3.882, relative change = 1.110e-05) 
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## Completing Iteration 275 (approx. per word bound = -3.882, relative change = 1.183e-05) 
## Topic 1: turkish, five, policeman, ambush, provinc 
##  Topic 2: kill, kurd, troop, dead, lose 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, kurdish, violenc, conflict 
##  Topic 5: --, armi, kurdish, target, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, fight, nine, day 
##  Topic 10: r, die, turkey, turk, peopl 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: turkey, bomb, wound, --, blast 
##  Topic 14: kurdish, turkey, kill, seven, six 
##  Topic 15: turkish, secur, forc, three, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, pkk 
## ....................................................................................................
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## Completing Iteration 276 (approx. per word bound = -3.882, relative change = 1.247e-05) 
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## Completing Iteration 278 (approx. per word bound = -3.882, relative change = 1.360e-05) 
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## Completing Iteration 279 (approx. per word bound = -3.882, relative change = 1.409e-05) 
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## Completing Iteration 280 (approx. per word bound = -3.882, relative change = 1.466e-05) 
## Topic 1: turkish, five, policeman, ambush, provinc 
##  Topic 2: kill, kurd, troop, dead, lose 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, kurdish, violenc, conflict 
##  Topic 5: --, armi, kurdish, target, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, fight, nine, day 
##  Topic 10: r, die, turkey, turk, peopl 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: turkey, bomb, wound, --, blast 
##  Topic 14: kurdish, turkey, kill, seven, six 
##  Topic 15: turkish, secur, forc, three, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, pkk 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 281 (approx. per word bound = -3.882, relative change = 1.616e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 282 (approx. per word bound = -3.882, relative change = 2.146e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 283 (approx. per word bound = -3.882, relative change = 3.149e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 284 (approx. per word bound = -3.882, relative change = 2.719e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 285 (approx. per word bound = -3.882, relative change = 1.468e-05) 
## Topic 1: turkish, five, policeman, ambush, provinc 
##  Topic 2: kill, kurd, troop, dead, nine 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, kurdish, violenc, conflict 
##  Topic 5: --, armi, kurdish, target, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, fight, nine, day 
##  Topic 10: r, die, turkey, turk, peopl 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: turkey, bomb, wound, --, blast 
##  Topic 14: kurdish, turkey, kill, seven, six 
##  Topic 15: turkish, secur, forc, three, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, pkk 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 286 (approx. per word bound = -3.882, relative change = 1.212e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 287 (approx. per word bound = -3.882, relative change = 1.097e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 288 (approx. per word bound = -3.882, relative change = 1.136e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 289 (approx. per word bound = -3.882, relative change = 1.754e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 290 (approx. per word bound = -3.881, relative change = 2.240e-05) 
## Topic 1: turkish, five, policeman, ambush, provinc 
##  Topic 2: kill, kurd, troop, dead, nine 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, kurdish, violenc, conflict 
##  Topic 5: --, armi, kurdish, target, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, fight, nine, day 
##  Topic 10: r, die, turkey, turk, peopl 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: turkey, bomb, wound, --, blast 
##  Topic 14: kurdish, turkey, kill, seven, six 
##  Topic 15: turkish, secur, forc, three, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 291 (approx. per word bound = -3.881, relative change = 1.596e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 292 (approx. per word bound = -3.881, relative change = 1.307e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 293 (approx. per word bound = -3.881, relative change = 1.203e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 294 (approx. per word bound = -3.881, relative change = 1.336e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 295 (approx. per word bound = -3.881, relative change = 3.501e-05) 
## Topic 1: turkish, five, policeman, ambush, provinc 
##  Topic 2: kill, kurd, troop, dead, nine 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, kurdish, violenc, conflict 
##  Topic 5: --, armi, kurdish, target, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, fight, nine, day 
##  Topic 10: r, die, turkey, turk, peopl 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: turkey, bomb, wound, --, blast 
##  Topic 14: kurdish, turkey, kill, seven, six 
##  Topic 15: turkish, secur, forc, three, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 296 (approx. per word bound = -3.881, relative change = 6.868e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 297 (approx. per word bound = -3.881, relative change = 1.563e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 298 (approx. per word bound = -3.881, relative change = 1.551e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 299 (approx. per word bound = -3.881, relative change = 1.570e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 300 (approx. per word bound = -3.881, relative change = 1.568e-05) 
## Topic 1: turkish, five, policeman, ambush, provinc 
##  Topic 2: kill, kurd, troop, dead, nine 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, kurdish, violenc, guerrilla 
##  Topic 5: --, armi, kurdish, target, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, fight, nine, day 
##  Topic 10: r, die, turkey, turk, peopl 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: turkey, bomb, wound, --, blast 
##  Topic 14: kurdish, turkey, kill, seven, six 
##  Topic 15: turkish, secur, forc, three, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 301 (approx. per word bound = -3.881, relative change = 1.598e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 302 (approx. per word bound = -3.880, relative change = 1.610e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 303 (approx. per word bound = -3.880, relative change = 1.733e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 304 (approx. per word bound = -3.880, relative change = 1.944e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 305 (approx. per word bound = -3.880, relative change = 2.230e-05) 
## Topic 1: turkish, five, policeman, ambush, provinc 
##  Topic 2: kill, kurd, troop, dead, nine 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, kurdish, violenc, guerrilla 
##  Topic 5: --, armi, kurdish, target, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, fight, nine, day 
##  Topic 10: r, die, turkey, turk, peopl 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: turkey, bomb, wound, --, blast 
##  Topic 14: kurdish, turkey, kill, seven, six 
##  Topic 15: turkish, secur, forc, three, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 306 (approx. per word bound = -3.880, relative change = 2.528e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 307 (approx. per word bound = -3.880, relative change = 2.554e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 308 (approx. per word bound = -3.880, relative change = 2.576e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 309 (approx. per word bound = -3.880, relative change = 2.606e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 310 (approx. per word bound = -3.880, relative change = 2.712e-05) 
## Topic 1: turkish, five, policeman, ambush, provinc 
##  Topic 2: kill, kurd, troop, dead, nine 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, kurdish, violenc, guerrilla 
##  Topic 5: --, armi, kurdish, target, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, fight, nine, day 
##  Topic 10: r, die, turkey, turk, peopl 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: turkey, bomb, wound, --, blast 
##  Topic 14: kurdish, turkey, kill, seven, six 
##  Topic 15: turkish, secur, forc, three, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 311 (approx. per word bound = -3.880, relative change = 2.961e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 312 (approx. per word bound = -3.880, relative change = 3.152e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 313 (approx. per word bound = -3.879, relative change = 3.319e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 314 (approx. per word bound = -3.879, relative change = 3.414e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 315 (approx. per word bound = -3.879, relative change = 3.375e-05) 
## Topic 1: turkish, five, policeman, ambush, provinc 
##  Topic 2: kill, kurd, troop, dead, nine 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, kurdish, violenc, guerrilla 
##  Topic 5: --, armi, kurdish, target, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, fight, nine, day 
##  Topic 10: r, die, turkey, turk, peopl 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: turkey, bomb, wound, --, blast 
##  Topic 14: kurdish, turkey, kill, seven, six 
##  Topic 15: turkish, secur, forc, three, member 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 316 (approx. per word bound = -3.879, relative change = 3.190e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 317 (approx. per word bound = -3.879, relative change = 2.990e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 318 (approx. per word bound = -3.879, relative change = 2.911e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 319 (approx. per word bound = -3.879, relative change = 2.885e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 320 (approx. per word bound = -3.879, relative change = 2.755e-05) 
## Topic 1: turkish, five, policeman, ambush, provinc 
##  Topic 2: kill, kurd, troop, dead, nine 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, kurdish, violenc, guerrilla 
##  Topic 5: --, armi, kurdish, target, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, fight, nine, day 
##  Topic 10: r, die, turkey, turk, peopl 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: turkey, bomb, wound, --, blast 
##  Topic 14: kurdish, turkey, kill, seven, six 
##  Topic 15: turkish, secur, forc, three, four 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 321 (approx. per word bound = -3.878, relative change = 2.451e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 322 (approx. per word bound = -3.878, relative change = 2.205e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 323 (approx. per word bound = -3.878, relative change = 2.058e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 324 (approx. per word bound = -3.878, relative change = 1.837e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 325 (approx. per word bound = -3.878, relative change = 1.504e-05) 
## Topic 1: turkish, five, policeman, ambush, provinc 
##  Topic 2: kill, kurd, troop, dead, day 
##  Topic 3: --, forc, people’, defens, view 
##  Topic 4: turkey, say, kurdish, violenc, guerrilla 
##  Topic 5: --, armi, kurdish, target, politika 
##  Topic 6: ankara, kill, terrorist, turkish, clash 
##  Topic 7: attack, four, polic, pkk, offic 
##  Topic 8: milit, --, turkish, kill, iraq 
##  Topic 9: rebel, clash, fight, nine, day 
##  Topic 10: r, die, turkey, turk, peopl 
##  Topic 11: soldier, two, turkish, one, eur 
##  Topic 12: defens, forc, --, peopl, cudi 
##  Topic 13: turkey, bomb, wound, --, blast 
##  Topic 14: kurdish, turkey, kill, seven, six 
##  Topic 15: turkish, secur, forc, three, four 
##  Topic 16: --, turk, terörist, etkisiz, hale 
##  Topic 17: --, kill, european, clash, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 326 (approx. per word bound = -3.878, relative change = 1.277e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 327 (approx. per word bound = -3.878, relative change = 1.117e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ..................
##   Recovering initialization...
##      ..................
## Initialization complete.
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -5.036) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.718, relative change = 6.311e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.540, relative change = 3.778e-02) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.433, relative change = 2.365e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.363, relative change = 1.567e-02) 
## Topic 1: terrorist, troop, militari, sep, iraqi 
##  Topic 2: dead, guerrilla, offici, say, separatist 
##  Topic 3: people’, milit, blast, mine, etkisiz 
##  Topic 4: --, rebel, european, nine, roj 
##  Topic 5: kurdish, kill, eleven, ozgur, -turkish 
##  Topic 6: kill, secur, say, anatolia, provinc 
##  Topic 7: kill, soldier, kurd, --, nation 
##  Topic 8: --, attack, pkk, kill, iraq 
##  Topic 9: turkish, turkey, r, rebel, kurd 
##  Topic 10: --, polic, fight, pkk, cr 
##  Topic 11: clash, six, eur, fighter, kurdish-rel 
##  Topic 12: _f, landmin, profil, policemen, hit 
##  Topic 13: forc, --, defens, peopl, view 
##  Topic 14: eight, kill, four, one, rebel 
##  Topic 15: armi, kill, civilian, near, middl 
##  Topic 16: ankara, kill, f, anatolia, terrorist 
##  Topic 17: bomb, oper, air, car, kill 
##  Topic 18: die, --, six, eighteen, leav 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.312, relative change = 1.167e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.273, relative change = 9.102e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.243, relative change = 7.071e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.219, relative change = 5.665e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.199, relative change = 4.581e-03) 
## Topic 1: troop, militari, sep, terrorist, guard 
##  Topic 2: dead, guerrilla, offici, separatist, leav 
##  Topic 3: people’, milit, blast, mine, etkisiz 
##  Topic 4: --, european, rebel, nine, two 
##  Topic 5: kurdish, kill, seven, ozgur, -turkish 
##  Topic 6: kill, secur, say, anatolia, provinc 
##  Topic 7: soldier, kill, nation, риан, kurd 
##  Topic 8: --, pkk, attack, iraq, kill 
##  Topic 9: turkish, turkey, r, rebel, kurd 
##  Topic 10: --, polic, fight, terörist, turk 
##  Topic 11: clash, six, eur, kurdish-rel, fighter 
##  Topic 12: _f, profil, policemen, hit, mehmet 
##  Topic 13: forc, --, defens, peopl, view 
##  Topic 14: four, one, eight, kill, turk 
##  Topic 15: armi, iraqi, civilian, near, middl 
##  Topic 16: ankara, kill, terrorist, f, anatolia 
##  Topic 17: bomb, oper, air, three, car 
##  Topic 18: die, six, --, injur, turkish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.181, relative change = 4.397e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.164, relative change = 4.129e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.149, relative change = 3.531e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.137, relative change = 2.986e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.126, relative change = 2.482e-03) 
## Topic 1: troop, sep, guard, raid, suspect 
##  Topic 2: dead, guerrilla, offici, separatist, leav 
##  Topic 3: people’, milit, blast, mine, neutral 
##  Topic 4: --, european, two, rebel, nine 
##  Topic 5: kurdish, kill, seven, ozgur, -turkish 
##  Topic 6: kill, secur, say, forc, anatolia 
##  Topic 7: soldier, kill, nation, two, explos 
##  Topic 8: --, turkish, pkk, attack, iraq 
##  Topic 9: r, turkish, turkey, rebel, kurd 
##  Topic 10: --, polic, fight, offic, terörist 
##  Topic 11: clash, six, eur, kurdish-rel, various 
##  Topic 12: peopl, policemen, hit, mehmet, fresh 
##  Topic 13: forc, --, defens, peopl, view 
##  Topic 14: four, one, eight, kill, turk 
##  Topic 15: armi, iraqi, civilian, near, middl 
##  Topic 16: ankara, kill, terrorist, f, anatolia 
##  Topic 17: bomb, three, oper, air, car 
##  Topic 18: die, six, injur, landmin, turkish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.116, relative change = 2.411e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -4.107, relative change = 2.383e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -4.098, relative change = 2.185e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -4.090, relative change = 1.961e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.082, relative change = 1.738e-03) 
## Topic 1: troop, sep, guard, seventeen, thirteen 
##  Topic 2: dead, guerrilla, offici, separatist, leav 
##  Topic 3: people’, milit, blast, mine, neutral 
##  Topic 4: --, european, two, rebel, roj 
##  Topic 5: kill, kurdish, seven, ozgur, violenc 
##  Topic 6: kill, secur, forc, say, anatolia 
##  Topic 7: soldier, kill, two, mon, turkey 
##  Topic 8: --, turkish, pkk, attack, kill 
##  Topic 9: r, turkey, rebel, turkish, kurd 
##  Topic 10: --, polic, fight, offic, terörist 
##  Topic 11: clash, six, eur, kurdish-rel, various 
##  Topic 12: peopl, policemen, fresh, mountain, sweep 
##  Topic 13: --, forc, defens, peopl, view 
##  Topic 14: four, one, eight, kill, turk 
##  Topic 15: armi, iraqi, air, civilian, near 
##  Topic 16: ankara, kill, terrorist, turkish, f 
##  Topic 17: three, bomb, oper, car, dow 
##  Topic 18: die, six, injur, landmin, turkish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 21 (approx. per word bound = -4.077, relative change = 1.429e-03) 
## ....................................................................................................
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## Completing Iteration 22 (approx. per word bound = -4.072, relative change = 1.199e-03) 
## ....................................................................................................
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## Completing Iteration 23 (approx. per word bound = -4.067, relative change = 1.119e-03) 
## ....................................................................................................
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## Completing Iteration 24 (approx. per word bound = -4.063, relative change = 1.155e-03) 
## ....................................................................................................
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## Completing Iteration 25 (approx. per word bound = -4.057, relative change = 1.306e-03) 
## Topic 1: troop, guard, sep, thirteen, raid 
##  Topic 2: dead, guerrilla, offici, separatist, leav 
##  Topic 3: milit, people’, blast, neutral, mine 
##  Topic 4: --, european, rebel, two, roj 
##  Topic 5: kill, kurdish, seven, violenc, ozgur 
##  Topic 6: kill, secur, forc, say, anatolia 
##  Topic 7: soldier, kill, two, turkey, mine 
##  Topic 8: --, turkish, pkk, attack, kill 
##  Topic 9: r, turkey, rebel, turkish, kurd 
##  Topic 10: --, polic, fight, offic, terörist 
##  Topic 11: clash, six, eur, kurdish-rel, nine 
##  Topic 12: peopl, policemen, fresh, mountain, sweep 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, one, eight, kill, turk 
##  Topic 15: armi, iraqi, air, civilian, kurdish 
##  Topic 16: ankara, kill, turkish, terrorist, f 
##  Topic 17: three, bomb, oper, car, dow 
##  Topic 18: die, six, injur, landmin, explos 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 26 (approx. per word bound = -4.051, relative change = 1.479e-03) 
## ....................................................................................................
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## Completing Iteration 27 (approx. per word bound = -4.045, relative change = 1.585e-03) 
## ....................................................................................................
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## Completing Iteration 28 (approx. per word bound = -4.039, relative change = 1.485e-03) 
## ....................................................................................................
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## Completing Iteration 29 (approx. per word bound = -4.034, relative change = 1.260e-03) 
## ....................................................................................................
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## Completing Iteration 30 (approx. per word bound = -4.029, relative change = 1.043e-03) 
## Topic 1: troop, guard, thirteen, villag, raid 
##  Topic 2: dead, guerrilla, separatist, offici, leav 
##  Topic 3: milit, people’, neutral, anadolu, blast 
##  Topic 4: --, european, rebel, two, roj 
##  Topic 5: kill, kurdish, seven, violenc, ozgur 
##  Topic 6: kill, secur, forc, say, anatolia 
##  Topic 7: soldier, kill, two, mine, turkey 
##  Topic 8: turkish, --, pkk, attack, kill 
##  Topic 9: r, rebel, turkey, kurd, turkish 
##  Topic 10: --, polic, fight, turk, terörist 
##  Topic 11: clash, six, eur, nine, kurdish-rel 
##  Topic 12: peopl, policemen, fresh, mountain, sweep 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, one, eight, kill, turk 
##  Topic 15: armi, iraqi, turkish, kurdish, air 
##  Topic 16: ankara, turkish, kill, terrorist, f 
##  Topic 17: three, bomb, oper, car, dow 
##  Topic 18: die, blast, injur, landmin, six 
## ....................................................................................................
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## Completing Iteration 31 (approx. per word bound = -4.026, relative change = 9.282e-04) 
## ....................................................................................................
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## Completing Iteration 32 (approx. per word bound = -4.022, relative change = 8.400e-04) 
## ....................................................................................................
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## Completing Iteration 33 (approx. per word bound = -4.019, relative change = 7.483e-04) 
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## Completing Iteration 34 (approx. per word bound = -4.017, relative change = 7.069e-04) 
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## Completing Iteration 35 (approx. per word bound = -4.014, relative change = 6.859e-04) 
## Topic 1: troop, guard, villag, thirteen, raid 
##  Topic 2: dead, guerrilla, separatist, leav, sixteen 
##  Topic 3: milit, neutral, anadolu, countri, director 
##  Topic 4: --, european, rebel, roj, turkey 
##  Topic 5: kill, kurdish, violenc, seven, ozgur 
##  Topic 6: kill, secur, forc, say, day 
##  Topic 7: soldier, two, kill, mine, turkey 
##  Topic 8: turkish, --, pkk, kill, attack 
##  Topic 9: r, rebel, turkey, kurd, turkish 
##  Topic 10: --, polic, fight, turk, terörist 
##  Topic 11: clash, six, nine, eur, kurdish-rel 
##  Topic 12: peopl, policemen, fresh, mountain, mehmet 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, one, eight, kill, turk 
##  Topic 15: armi, turkish, iraqi, kurdish, air 
##  Topic 16: ankara, turkish, kill, terrorist, f 
##  Topic 17: three, bomb, oper, turkey, car 
##  Topic 18: die, blast, injur, landmin, offici 
## ....................................................................................................
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## Completing Iteration 36 (approx. per word bound = -4.011, relative change = 5.872e-04) 
## ....................................................................................................
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## Completing Iteration 37 (approx. per word bound = -4.009, relative change = 5.464e-04) 
## ....................................................................................................
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## Completing Iteration 38 (approx. per word bound = -4.007, relative change = 5.157e-04) 
## ....................................................................................................
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## Completing Iteration 39 (approx. per word bound = -4.005, relative change = 5.211e-04) 
## ....................................................................................................
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## Completing Iteration 40 (approx. per word bound = -4.003, relative change = 5.576e-04) 
## Topic 1: troop, villag, guard, thirteen, raid 
##  Topic 2: dead, guerrilla, separatist, leav, sixteen 
##  Topic 3: milit, neutral, anadolu, least, countri 
##  Topic 4: --, european, rebel, turkey, roj 
##  Topic 5: kill, kurdish, violenc, seven, ozgur 
##  Topic 6: kill, secur, forc, say, day 
##  Topic 7: soldier, two, kill, mine, turkey 
##  Topic 8: turkish, --, pkk, kill, attack 
##  Topic 9: r, rebel, turkey, kurd, turkish 
##  Topic 10: --, polic, fight, turk, terörist 
##  Topic 11: clash, six, nine, eur, ten 
##  Topic 12: peopl, policemen, fresh, mountain, mehmet 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, one, eight, kill, turk 
##  Topic 15: armi, iraq, turkish, strike, -- 
##  Topic 16: ankara, turkish, kill, terrorist, f 
##  Topic 17: three, bomb, turkey, oper, offic 
##  Topic 18: die, blast, injur, offici, landmin 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -4.000, relative change = 6.098e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 42 (approx. per word bound = -3.998, relative change = 5.458e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 43 (approx. per word bound = -3.996, relative change = 4.630e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 44 (approx. per word bound = -3.994, relative change = 4.682e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 45 (approx. per word bound = -3.992, relative change = 5.614e-04) 
## Topic 1: troop, villag, guard, raid, thirteen 
##  Topic 2: dead, guerrilla, fight, separatist, leav 
##  Topic 3: milit, neutral, least, anadolu, countri 
##  Topic 4: --, rebel, european, turkey, roj 
##  Topic 5: kurdish, kill, violenc, seven, ozgur 
##  Topic 6: kill, secur, forc, say, day 
##  Topic 7: soldier, two, kill, mine, turkish 
##  Topic 8: turkish, --, pkk, kill, attack 
##  Topic 9: r, rebel, turkey, kurd, turkish 
##  Topic 10: --, polic, terörist, turk, etkisiz 
##  Topic 11: clash, six, nine, eur, ten 
##  Topic 12: peopl, policemen, fresh, mountain, mehmet 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, one, eight, kill, turk 
##  Topic 15: armi, iraq, turkish, --, strike 
##  Topic 16: ankara, turkish, kill, terrorist, f 
##  Topic 17: three, bomb, turkey, oper, offic 
##  Topic 18: die, blast, offici, injur, landmin 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -3.990, relative change = 4.954e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -3.989, relative change = 4.268e-04) 
## ....................................................................................................
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## Completing Iteration 48 (approx. per word bound = -3.987, relative change = 3.700e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 49 (approx. per word bound = -3.986, relative change = 3.071e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 50 (approx. per word bound = -3.985, relative change = 2.869e-04) 
## Topic 1: troop, villag, guard, turkish, raid 
##  Topic 2: dead, guerrilla, fight, separatist, leav 
##  Topic 3: milit, neutral, least, anadolu, countri 
##  Topic 4: --, turkey, rebel, european, roj 
##  Topic 5: kurdish, kill, violenc, seven, ozgur 
##  Topic 6: kill, secur, forc, say, day 
##  Topic 7: soldier, two, kill, turkish, mine 
##  Topic 8: turkish, --, pkk, kill, attack 
##  Topic 9: r, rebel, turkey, kurd, turkish 
##  Topic 10: --, terörist, etkisiz, turk, hale 
##  Topic 11: clash, six, nine, eur, ten 
##  Topic 12: peopl, policemen, fresh, mountain, mehmet 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, one, eight, kill, turk 
##  Topic 15: iraq, armi, turkish, --, strike 
##  Topic 16: ankara, turkish, kill, terrorist, f 
##  Topic 17: three, bomb, turkey, polic, oper 
##  Topic 18: die, blast, offici, injur, landmin 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -3.983, relative change = 3.050e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -3.982, relative change = 3.235e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -3.981, relative change = 3.403e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -3.979, relative change = 3.377e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -3.978, relative change = 3.423e-04) 
## Topic 1: troop, villag, guard, turkish, raid 
##  Topic 2: dead, guerrilla, fight, separatist, leav 
##  Topic 3: milit, neutral, least, anadolu, countri 
##  Topic 4: --, turkey, rebel, european, roj 
##  Topic 5: kurdish, kill, violenc, seven, politika 
##  Topic 6: kill, secur, forc, say, day 
##  Topic 7: soldier, two, kill, turkish, mine 
##  Topic 8: turkish, --, pkk, kill, attack 
##  Topic 9: r, rebel, turkey, kurd, turkish 
##  Topic 10: --, terörist, etkisiz, hale, turk 
##  Topic 11: clash, six, nine, eur, ten 
##  Topic 12: peopl, policemen, mountain, mehmet, sweep 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, one, eight, kill, turk 
##  Topic 15: iraq, armi, --, turkish, strike 
##  Topic 16: ankara, turkish, kill, terrorist, f 
##  Topic 17: three, bomb, polic, turkey, oper 
##  Topic 18: die, blast, offici, injur, landmin 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -3.977, relative change = 2.424e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 57 (approx. per word bound = -3.976, relative change = 2.362e-04) 
## ....................................................................................................
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## Completing Iteration 58 (approx. per word bound = -3.975, relative change = 2.267e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 59 (approx. per word bound = -3.974, relative change = 2.223e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 60 (approx. per word bound = -3.974, relative change = 2.199e-04) 
## Topic 1: troop, villag, guard, turkish, raid 
##  Topic 2: dead, guerrilla, fight, separatist, leav 
##  Topic 3: milit, neutral, warplan, least, anadolu 
##  Topic 4: --, turkey, rebel, european, roj 
##  Topic 5: kurdish, kill, violenc, seven, politika 
##  Topic 6: kill, secur, forc, say, day 
##  Topic 7: soldier, two, kill, turkish, mine 
##  Topic 8: turkish, --, pkk, kill, attack 
##  Topic 9: r, rebel, turkey, kurd, turkish 
##  Topic 10: --, terörist, etkisiz, hale, turk 
##  Topic 11: clash, six, nine, eur, ten 
##  Topic 12: peopl, policemen, mountain, mehmet, muham 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, one, eight, kill, turk 
##  Topic 15: iraq, armi, --, turkish, strike 
##  Topic 16: ankara, turkish, terrorist, kill, f 
##  Topic 17: three, bomb, polic, turkey, oper 
##  Topic 18: die, blast, offici, injur, landmin 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 61 (approx. per word bound = -3.973, relative change = 2.283e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 62 (approx. per word bound = -3.972, relative change = 2.206e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 63 (approx. per word bound = -3.971, relative change = 1.851e-04) 
## ....................................................................................................
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## Completing Iteration 64 (approx. per word bound = -3.970, relative change = 1.959e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 65 (approx. per word bound = -3.970, relative change = 1.825e-04) 
## Topic 1: troop, villag, guard, turkish, raid 
##  Topic 2: dead, guerrilla, fight, separatist, leav 
##  Topic 3: milit, neutral, warplan, least, anadolu 
##  Topic 4: --, turkey, rebel, european, roj 
##  Topic 5: kurdish, kill, violenc, seven, politika 
##  Topic 6: kill, secur, forc, say, day 
##  Topic 7: soldier, two, kill, turkish, mine 
##  Topic 8: turkish, --, pkk, kill, attack 
##  Topic 9: r, rebel, turkey, kurd, turkish 
##  Topic 10: --, terörist, etkisiz, hale, turk 
##  Topic 11: clash, six, nine, eur, ten 
##  Topic 12: peopl, policemen, muham, mountain, mehmet 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, one, eight, kill, turk 
##  Topic 15: iraq, armi, --, turkish, strike 
##  Topic 16: ankara, turkish, terrorist, kill, f 
##  Topic 17: three, bomb, polic, turkey, oper 
##  Topic 18: die, blast, offici, injur, landmin 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 66 (approx. per word bound = -3.969, relative change = 1.481e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 67 (approx. per word bound = -3.968, relative change = 1.515e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 68 (approx. per word bound = -3.968, relative change = 1.542e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 69 (approx. per word bound = -3.967, relative change = 1.472e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 70 (approx. per word bound = -3.967, relative change = 1.500e-04) 
## Topic 1: troop, villag, guard, turkish, raid 
##  Topic 2: dead, guerrilla, fight, separatist, leav 
##  Topic 3: milit, neutral, warplan, least, anadolu 
##  Topic 4: --, turkey, rebel, european, roj 
##  Topic 5: kurdish, kill, violenc, seven, politika 
##  Topic 6: kill, secur, forc, say, day 
##  Topic 7: soldier, two, kill, turkish, mine 
##  Topic 8: turkish, --, pkk, kill, attack 
##  Topic 9: r, rebel, turkey, kurd, turkish 
##  Topic 10: --, terörist, etkisiz, hale, turk 
##  Topic 11: clash, six, nine, eur, ten 
##  Topic 12: peopl, policemen, muham, mountain, mehmet 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, one, eight, kill, turk 
##  Topic 15: iraq, armi, --, turkish, strike 
##  Topic 16: ankara, turkish, terrorist, kill, f 
##  Topic 17: three, bomb, polic, turkey, oper 
##  Topic 18: die, blast, offici, injur, landmin 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 71 (approx. per word bound = -3.966, relative change = 1.651e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 72 (approx. per word bound = -3.965, relative change = 1.797e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 73 (approx. per word bound = -3.964, relative change = 1.841e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 74 (approx. per word bound = -3.964, relative change = 1.946e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 75 (approx. per word bound = -3.963, relative change = 1.998e-04) 
## Topic 1: troop, villag, turkish, guard, raid 
##  Topic 2: dead, guerrilla, fight, separatist, leav 
##  Topic 3: milit, neutral, warplan, least, anadolu 
##  Topic 4: --, turkey, rebel, european, roj 
##  Topic 5: kurdish, kill, violenc, seven, politika 
##  Topic 6: kill, secur, forc, say, day 
##  Topic 7: soldier, two, kill, turkish, mine 
##  Topic 8: --, turkish, pkk, kill, attack 
##  Topic 9: r, rebel, turkey, kurd, turkish 
##  Topic 10: --, terörist, etkisiz, hale, turk 
##  Topic 11: clash, six, nine, eur, ten 
##  Topic 12: peopl, policemen, muham, mountain, mehmet 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, one, eight, kill, turk 
##  Topic 15: iraq, armi, --, turkish, strike 
##  Topic 16: ankara, turkish, terrorist, kill, f 
##  Topic 17: three, bomb, polic, turkey, oper 
##  Topic 18: die, blast, offici, injur, explos 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 76 (approx. per word bound = -3.962, relative change = 1.838e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 77 (approx. per word bound = -3.962, relative change = 1.634e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 78 (approx. per word bound = -3.961, relative change = 1.583e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 79 (approx. per word bound = -3.960, relative change = 1.653e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 80 (approx. per word bound = -3.959, relative change = 1.957e-04) 
## Topic 1: troop, turkish, villag, guard, raid 
##  Topic 2: dead, guerrilla, fight, separatist, leav 
##  Topic 3: milit, neutral, warplan, least, anadolu 
##  Topic 4: --, turkey, rebel, european, roj 
##  Topic 5: kurdish, kill, violenc, seven, politika 
##  Topic 6: kill, secur, forc, say, day 
##  Topic 7: soldier, two, kill, turkish, mine 
##  Topic 8: --, turkish, kill, pkk, attack 
##  Topic 9: r, rebel, turkey, kurd, kill 
##  Topic 10: --, terörist, etkisiz, hale, turk 
##  Topic 11: clash, six, nine, eur, ten 
##  Topic 12: peopl, policemen, muham, mountain, mehmet 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, one, eight, kill, turk 
##  Topic 15: iraq, armi, --, turkish, strike 
##  Topic 16: ankara, turkish, terrorist, kill, f 
##  Topic 17: three, bomb, polic, turkey, oper 
##  Topic 18: die, blast, offici, injur, explos 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 81 (approx. per word bound = -3.959, relative change = 1.511e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 82 (approx. per word bound = -3.958, relative change = 1.315e-04) 
## ....................................................................................................
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## Completing Iteration 83 (approx. per word bound = -3.958, relative change = 1.265e-04) 
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## Completing Iteration 84 (approx. per word bound = -3.957, relative change = 1.266e-04) 
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## Completing Iteration 85 (approx. per word bound = -3.957, relative change = 1.340e-04) 
## Topic 1: troop, turkish, villag, guard, raid 
##  Topic 2: dead, guerrilla, fight, separatist, leav 
##  Topic 3: milit, neutral, warplan, least, anadolu 
##  Topic 4: --, turkey, rebel, european, roj 
##  Topic 5: kurdish, kill, violenc, seven, politika 
##  Topic 6: kill, secur, forc, say, day 
##  Topic 7: soldier, two, kill, turkish, mine 
##  Topic 8: --, turkish, kill, pkk, attack 
##  Topic 9: r, rebel, turkey, kurd, kill 
##  Topic 10: --, terörist, etkisiz, hale, turk 
##  Topic 11: clash, six, nine, eur, ten 
##  Topic 12: peopl, policemen, muham, mountain, mehmet 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, one, eight, kill, turk 
##  Topic 15: iraq, armi, --, turkish, strike 
##  Topic 16: ankara, turkish, terrorist, kill, f 
##  Topic 17: three, bomb, polic, turkey, oper 
##  Topic 18: die, blast, offici, injur, explos 
## ....................................................................................................
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## Completing Iteration 86 (approx. per word bound = -3.956, relative change = 1.559e-04) 
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## Completing Iteration 87 (approx. per word bound = -3.956, relative change = 1.341e-04) 
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## Completing Iteration 88 (approx. per word bound = -3.955, relative change = 1.356e-04) 
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## Completing Iteration 89 (approx. per word bound = -3.955, relative change = 1.303e-04) 
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## Completing Iteration 90 (approx. per word bound = -3.954, relative change = 1.284e-04) 
## Topic 1: troop, turkish, villag, guard, raid 
##  Topic 2: dead, guerrilla, fight, separatist, leav 
##  Topic 3: milit, neutral, warplan, turkey, least 
##  Topic 4: --, turkey, rebel, european, roj 
##  Topic 5: kurdish, kill, violenc, seven, politika 
##  Topic 6: kill, secur, forc, say, day 
##  Topic 7: soldier, two, kill, turkish, mine 
##  Topic 8: --, kill, turkish, pkk, attack 
##  Topic 9: r, rebel, turkey, kurd, kill 
##  Topic 10: --, terörist, etkisiz, hale, turk 
##  Topic 11: clash, six, nine, eur, ten 
##  Topic 12: peopl, muham, policemen, mountain, mehmet 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, one, eight, kill, turk 
##  Topic 15: iraq, armi, --, turkish, strike 
##  Topic 16: ankara, turkish, terrorist, kill, f 
##  Topic 17: three, bomb, polic, turkey, wound 
##  Topic 18: die, blast, offici, injur, explos 
## ....................................................................................................
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## Completing Iteration 91 (approx. per word bound = -3.954, relative change = 1.205e-04) 
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## Completing Iteration 92 (approx. per word bound = -3.953, relative change = 1.100e-04) 
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## Completing Iteration 93 (approx. per word bound = -3.953, relative change = 1.130e-04) 
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## Completing Iteration 94 (approx. per word bound = -3.952, relative change = 1.143e-04) 
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## Completing Iteration 95 (approx. per word bound = -3.952, relative change = 1.360e-04) 
## Topic 1: troop, turkish, villag, guard, raid 
##  Topic 2: dead, guerrilla, fight, separatist, leav 
##  Topic 3: milit, turkey, neutral, warplan, -- 
##  Topic 4: --, turkey, rebel, european, roj 
##  Topic 5: kurdish, kill, violenc, seven, politika 
##  Topic 6: kill, secur, forc, say, day 
##  Topic 7: soldier, two, kill, turkish, mine 
##  Topic 8: --, kill, pkk, turkish, attack 
##  Topic 9: r, rebel, turkey, kurd, kill 
##  Topic 10: --, terörist, etkisiz, hale, turk 
##  Topic 11: clash, six, nine, eur, ten 
##  Topic 12: peopl, muham, mountain, mehmet, sweep 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, one, eight, kill, turk 
##  Topic 15: iraq, armi, turkish, --, strike 
##  Topic 16: ankara, turkish, terrorist, kill, f 
##  Topic 17: three, bomb, polic, turkey, wound 
##  Topic 18: die, blast, offici, injur, explos 
## ....................................................................................................
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## Completing Iteration 96 (approx. per word bound = -3.951, relative change = 1.343e-04) 
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## Completing Iteration 97 (approx. per word bound = -3.951, relative change = 1.264e-04) 
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## Completing Iteration 98 (approx. per word bound = -3.950, relative change = 8.272e-05) 
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## Completing Iteration 99 (approx. per word bound = -3.950, relative change = 7.095e-05) 
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## Completing Iteration 100 (approx. per word bound = -3.950, relative change = 6.828e-05) 
## Topic 1: troop, turkish, villag, guard, raid 
##  Topic 2: dead, guerrilla, fight, separatist, sixteen 
##  Topic 3: milit, turkey, target, neutral, warplan 
##  Topic 4: --, turkey, rebel, european, roj 
##  Topic 5: kurdish, kill, violenc, seven, politika 
##  Topic 6: secur, kill, forc, say, day 
##  Topic 7: soldier, two, kill, turkish, mine 
##  Topic 8: --, kill, pkk, turkish, attack 
##  Topic 9: r, rebel, turkey, kurd, kill 
##  Topic 10: --, terörist, etkisiz, hale, turk 
##  Topic 11: clash, six, nine, eur, ten 
##  Topic 12: peopl, muham, mountain, mehmet, sweep 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, one, eight, kill, turk 
##  Topic 15: iraq, armi, turkish, --, strike 
##  Topic 16: ankara, turkish, terrorist, kill, f 
##  Topic 17: three, bomb, polic, turkey, wound 
##  Topic 18: die, blast, offici, injur, explos 
## ....................................................................................................
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## Completing Iteration 101 (approx. per word bound = -3.950, relative change = 7.059e-05) 
## ....................................................................................................
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## Completing Iteration 102 (approx. per word bound = -3.949, relative change = 7.537e-05) 
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## Completing Iteration 103 (approx. per word bound = -3.949, relative change = 8.252e-05) 
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## Completing Iteration 104 (approx. per word bound = -3.949, relative change = 7.214e-05) 
## ....................................................................................................
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## Completing Iteration 105 (approx. per word bound = -3.948, relative change = 7.235e-05) 
## Topic 1: troop, turkish, villag, guard, raid 
##  Topic 2: dead, guerrilla, fight, separatist, sixteen 
##  Topic 3: milit, turkey, target, neutral, -- 
##  Topic 4: --, turkey, rebel, european, roj 
##  Topic 5: kurdish, kill, violenc, seven, five 
##  Topic 6: secur, forc, kill, say, day 
##  Topic 7: soldier, two, kill, turkish, mine 
##  Topic 8: --, kill, pkk, turkish, attack 
##  Topic 9: r, rebel, turkey, kurd, kill 
##  Topic 10: --, terörist, etkisiz, hale, turk 
##  Topic 11: clash, six, nine, eur, ten 
##  Topic 12: peopl, muham, mountain, mehmet, sweep 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, one, eight, kill, turk 
##  Topic 15: iraq, armi, turkish, --, strike 
##  Topic 16: ankara, turkish, terrorist, kill, f 
##  Topic 17: three, bomb, polic, turkey, wound 
##  Topic 18: die, blast, offici, injur, explos 
## ....................................................................................................
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## Completing Iteration 106 (approx. per word bound = -3.948, relative change = 7.390e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 107 (approx. per word bound = -3.948, relative change = 9.345e-05) 
## ....................................................................................................
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## Completing Iteration 108 (approx. per word bound = -3.947, relative change = 1.110e-04) 
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## Completing Iteration 109 (approx. per word bound = -3.947, relative change = 7.817e-05) 
## ....................................................................................................
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## Completing Iteration 110 (approx. per word bound = -3.947, relative change = 7.119e-05) 
## Topic 1: troop, turkish, villag, guard, kill 
##  Topic 2: dead, guerrilla, fight, separatist, sixteen 
##  Topic 3: milit, turkey, target, --, neutral 
##  Topic 4: --, turkey, rebel, european, roj 
##  Topic 5: kurdish, kill, violenc, seven, five 
##  Topic 6: secur, forc, kill, say, day 
##  Topic 7: soldier, two, kill, turkish, mine 
##  Topic 8: --, kill, pkk, turkish, attack 
##  Topic 9: r, rebel, turkey, kill, kurd 
##  Topic 10: --, terörist, etkisiz, hale, turk 
##  Topic 11: clash, six, nine, eur, ten 
##  Topic 12: peopl, muham, mountain, mehmet, sweep 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, one, eight, kill, turk 
##  Topic 15: iraq, armi, turkish, --, strike 
##  Topic 16: ankara, turkish, terrorist, kill, f 
##  Topic 17: three, bomb, polic, turkey, wound 
##  Topic 18: die, blast, offici, injur, explos 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 111 (approx. per word bound = -3.946, relative change = 7.947e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
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## Completing Iteration 112 (approx. per word bound = -3.946, relative change = 9.004e-05) 
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## Completing Iteration 113 (approx. per word bound = -3.946, relative change = 7.920e-05) 
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## Completing Iteration 114 (approx. per word bound = -3.945, relative change = 7.195e-05) 
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## Completing Iteration 115 (approx. per word bound = -3.945, relative change = 6.959e-05) 
## Topic 1: troop, turkish, villag, guard, kill 
##  Topic 2: dead, guerrilla, fight, separatist, sixteen 
##  Topic 3: milit, turkey, --, target, neutral 
##  Topic 4: --, turkey, rebel, european, roj 
##  Topic 5: kurdish, kill, violenc, seven, five 
##  Topic 6: secur, forc, say, kill, day 
##  Topic 7: soldier, two, kill, turkish, mine 
##  Topic 8: --, kill, pkk, turkish, attack 
##  Topic 9: r, rebel, turkey, kill, kurd 
##  Topic 10: --, terörist, etkisiz, hale, turk 
##  Topic 11: clash, six, nine, eur, ten 
##  Topic 12: peopl, muham, mountain, mehmet, sweep 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, one, eight, kill, turk 
##  Topic 15: iraq, armi, turkish, --, strike 
##  Topic 16: ankara, turkish, terrorist, kill, f 
##  Topic 17: three, bomb, polic, turkey, wound 
##  Topic 18: die, blast, offici, injur, explos 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 116 (approx. per word bound = -3.945, relative change = 7.369e-05) 
## ....................................................................................................
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## Completing Iteration 117 (approx. per word bound = -3.945, relative change = 8.061e-05) 
## ....................................................................................................
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## Completing Iteration 118 (approx. per word bound = -3.944, relative change = 1.030e-04) 
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## Completing Iteration 119 (approx. per word bound = -3.944, relative change = 1.041e-04) 
## ....................................................................................................
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## Completing Iteration 120 (approx. per word bound = -3.943, relative change = 1.158e-04) 
## Topic 1: troop, turkish, villag, guard, kill 
##  Topic 2: dead, guerrilla, fight, separatist, sixteen 
##  Topic 3: milit, turkey, --, target, neutral 
##  Topic 4: --, turkey, rebel, european, roj 
##  Topic 5: kurdish, kill, violenc, seven, five 
##  Topic 6: secur, forc, say, kill, day 
##  Topic 7: soldier, two, kill, turkish, mine 
##  Topic 8: kill, --, pkk, turkish, attack 
##  Topic 9: r, rebel, turkey, kill, kurd 
##  Topic 10: --, terörist, etkisiz, hale, turk 
##  Topic 11: clash, six, nine, eur, ten 
##  Topic 12: peopl, muham, mehmet, mountain, sweep 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, one, eight, kill, turk 
##  Topic 15: iraq, armi, turkish, --, strike 
##  Topic 16: ankara, turkish, terrorist, kill, f 
##  Topic 17: three, bomb, polic, turkey, wound 
##  Topic 18: die, blast, offici, injur, explos 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 121 (approx. per word bound = -3.943, relative change = 1.064e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 122 (approx. per word bound = -3.942, relative change = 1.087e-04) 
## ....................................................................................................
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## Completing Iteration 123 (approx. per word bound = -3.942, relative change = 1.404e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
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## Completing Iteration 124 (approx. per word bound = -3.941, relative change = 1.646e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 125 (approx. per word bound = -3.941, relative change = 7.390e-05) 
## Topic 1: troop, turkish, villag, guard, kill 
##  Topic 2: dead, guerrilla, fight, separatist, sixteen 
##  Topic 3: milit, turkey, --, target, neutral 
##  Topic 4: --, turkey, rebel, european, roj 
##  Topic 5: kurdish, kill, violenc, seven, five 
##  Topic 6: secur, forc, say, kill, day 
##  Topic 7: soldier, two, kill, turkish, mine 
##  Topic 8: kill, --, pkk, turkish, attack 
##  Topic 9: r, rebel, turkey, kill, kurd 
##  Topic 10: --, terörist, etkisiz, hale, turk 
##  Topic 11: clash, six, nine, eur, ten 
##  Topic 12: peopl, muham, mehmet, mountain, sweep 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, one, eight, kill, turk 
##  Topic 15: iraq, armi, turkish, --, strike 
##  Topic 16: ankara, turkish, terrorist, kill, f 
##  Topic 17: three, bomb, polic, turkey, attack 
##  Topic 18: die, blast, offici, injur, explos 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 126 (approx. per word bound = -3.941, relative change = 6.726e-05) 
## ....................................................................................................
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## Completing Iteration 127 (approx. per word bound = -3.940, relative change = 6.567e-05) 
## ....................................................................................................
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## Completing Iteration 128 (approx. per word bound = -3.940, relative change = 7.238e-05) 
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## Completing Iteration 129 (approx. per word bound = -3.940, relative change = 7.587e-05) 
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## Completing Iteration 130 (approx. per word bound = -3.940, relative change = 6.762e-05) 
## Topic 1: troop, turkish, villag, guard, kill 
##  Topic 2: dead, guerrilla, fight, separatist, sixteen 
##  Topic 3: milit, turkey, --, target, neutral 
##  Topic 4: --, turkey, rebel, european, roj 
##  Topic 5: kurdish, kill, violenc, seven, five 
##  Topic 6: secur, forc, say, kill, day 
##  Topic 7: soldier, two, kill, turkish, mine 
##  Topic 8: kill, --, pkk, turkish, attack 
##  Topic 9: r, rebel, turkey, kill, kurd 
##  Topic 10: --, terörist, etkisiz, hale, turk 
##  Topic 11: clash, six, nine, eur, ten 
##  Topic 12: peopl, muham, mehmet, mountain, sweep 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, one, eight, kill, turk 
##  Topic 15: iraq, armi, turkish, --, strike 
##  Topic 16: ankara, turkish, terrorist, kill, f 
##  Topic 17: three, attack, bomb, polic, turkey 
##  Topic 18: die, blast, offici, injur, explos 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 131 (approx. per word bound = -3.939, relative change = 6.378e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 132 (approx. per word bound = -3.939, relative change = 6.583e-05) 
## ....................................................................................................
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## Completing Iteration 133 (approx. per word bound = -3.939, relative change = 6.227e-05) 
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## Completing Iteration 134 (approx. per word bound = -3.939, relative change = 6.246e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 135 (approx. per word bound = -3.938, relative change = 6.500e-05) 
## Topic 1: turkish, troop, villag, guard, kill 
##  Topic 2: dead, guerrilla, fight, separatist, sixteen 
##  Topic 3: milit, turkey, --, target, neutral 
##  Topic 4: --, turkey, rebel, european, roj 
##  Topic 5: kurdish, kill, violenc, seven, five 
##  Topic 6: secur, forc, say, kill, day 
##  Topic 7: soldier, two, kill, turkish, mine 
##  Topic 8: kill, --, turkish, pkk, attack 
##  Topic 9: r, rebel, turkey, kill, kurd 
##  Topic 10: --, terörist, etkisiz, hale, turk 
##  Topic 11: clash, six, nine, eur, ten 
##  Topic 12: peopl, muham, mehmet, mountain, sweep 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, one, eight, kill, turk 
##  Topic 15: iraq, armi, turkish, --, strike 
##  Topic 16: ankara, turkish, terrorist, kill, f 
##  Topic 17: three, attack, bomb, polic, turkey 
##  Topic 18: die, blast, offici, injur, explos 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 136 (approx. per word bound = -3.938, relative change = 5.959e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 137 (approx. per word bound = -3.938, relative change = 5.165e-05) 
## ....................................................................................................
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## Completing Iteration 138 (approx. per word bound = -3.938, relative change = 5.600e-05) 
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## Completed E-Step (0 seconds). 
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## Completing Iteration 139 (approx. per word bound = -3.937, relative change = 6.438e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 140 (approx. per word bound = -3.937, relative change = 6.159e-05) 
## Topic 1: turkish, troop, villag, guard, kill 
##  Topic 2: dead, guerrilla, fight, separatist, sixteen 
##  Topic 3: milit, turkey, --, target, neutral 
##  Topic 4: --, turkey, rebel, european, roj 
##  Topic 5: kurdish, kill, violenc, seven, five 
##  Topic 6: secur, forc, say, kill, day 
##  Topic 7: soldier, two, kill, turkish, mine 
##  Topic 8: kill, --, turkish, pkk, attack 
##  Topic 9: r, rebel, turkey, kill, kurd 
##  Topic 10: --, terörist, etkisiz, hale, turk 
##  Topic 11: clash, six, nine, eur, ten 
##  Topic 12: peopl, muham, mehmet, mountain, sweep 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, one, eight, kill, turk 
##  Topic 15: iraq, armi, turkish, --, strike 
##  Topic 16: ankara, turkish, terrorist, kill, f 
##  Topic 17: three, attack, bomb, polic, turkey 
##  Topic 18: die, blast, offici, injur, explos 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 141 (approx. per word bound = -3.937, relative change = 5.072e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 142 (approx. per word bound = -3.937, relative change = 5.658e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 143 (approx. per word bound = -3.936, relative change = 9.562e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 144 (approx. per word bound = -3.936, relative change = 7.263e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 145 (approx. per word bound = -3.936, relative change = 4.883e-05) 
## Topic 1: turkish, troop, villag, guard, kill 
##  Topic 2: dead, guerrilla, fight, separatist, sixteen 
##  Topic 3: milit, turkey, --, target, oper 
##  Topic 4: --, turkey, rebel, european, roj 
##  Topic 5: kurdish, kill, violenc, seven, five 
##  Topic 6: secur, forc, say, kill, day 
##  Topic 7: soldier, two, kill, turkish, mine 
##  Topic 8: kill, --, turkish, pkk, militari 
##  Topic 9: r, rebel, turkey, kill, kurd 
##  Topic 10: --, terörist, etkisiz, hale, getirildi 
##  Topic 11: clash, six, nine, eur, ten 
##  Topic 12: peopl, muham, mehmet, mountain, sweep 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, eight, one, kill, turk 
##  Topic 15: iraq, armi, turkish, --, strike 
##  Topic 16: ankara, turkish, terrorist, kill, f 
##  Topic 17: three, attack, bomb, polic, turkey 
##  Topic 18: die, blast, offici, injur, explos 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 146 (approx. per word bound = -3.936, relative change = 4.749e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 147 (approx. per word bound = -3.936, relative change = 4.225e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 148 (approx. per word bound = -3.935, relative change = 3.845e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 149 (approx. per word bound = -3.935, relative change = 3.547e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 150 (approx. per word bound = -3.935, relative change = 3.362e-05) 
## Topic 1: turkish, troop, villag, guard, kill 
##  Topic 2: dead, guerrilla, fight, separatist, sixteen 
##  Topic 3: milit, turkey, --, target, oper 
##  Topic 4: --, turkey, rebel, european, roj 
##  Topic 5: kurdish, kill, violenc, seven, five 
##  Topic 6: secur, forc, say, kill, day 
##  Topic 7: soldier, two, kill, turkish, mine 
##  Topic 8: kill, --, turkish, pkk, militari 
##  Topic 9: r, rebel, turkey, kill, kurd 
##  Topic 10: --, terörist, etkisiz, hale, getirildi 
##  Topic 11: clash, six, nine, eur, ten 
##  Topic 12: peopl, muham, mehmet, mountain, sweep 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, eight, one, kill, turk 
##  Topic 15: iraq, armi, turkish, --, strike 
##  Topic 16: ankara, turkish, terrorist, kill, f 
##  Topic 17: three, attack, bomb, polic, turkey 
##  Topic 18: die, blast, offici, injur, explos 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 151 (approx. per word bound = -3.935, relative change = 3.456e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 152 (approx. per word bound = -3.935, relative change = 3.643e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 153 (approx. per word bound = -3.935, relative change = 3.177e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 154 (approx. per word bound = -3.935, relative change = 3.016e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 155 (approx. per word bound = -3.934, relative change = 2.960e-05) 
## Topic 1: turkish, troop, villag, guard, kill 
##  Topic 2: dead, guerrilla, fight, separatist, sixteen 
##  Topic 3: milit, turkey, --, oper, target 
##  Topic 4: --, turkey, rebel, european, roj 
##  Topic 5: kurdish, kill, violenc, seven, five 
##  Topic 6: secur, forc, say, kill, day 
##  Topic 7: soldier, two, kill, turkish, mine 
##  Topic 8: kill, --, turkish, pkk, militari 
##  Topic 9: r, rebel, turkey, kill, kurd 
##  Topic 10: --, terörist, etkisiz, hale, getirildi 
##  Topic 11: clash, six, nine, eur, ten 
##  Topic 12: peopl, muham, mehmet, mountain, sweep 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, eight, one, kill, turk 
##  Topic 15: iraq, armi, turkish, --, strike 
##  Topic 16: ankara, turkish, terrorist, kill, f 
##  Topic 17: three, attack, bomb, polic, turkey 
##  Topic 18: die, blast, offici, injur, explos 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 156 (approx. per word bound = -3.934, relative change = 3.000e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 157 (approx. per word bound = -3.934, relative change = 3.121e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 158 (approx. per word bound = -3.934, relative change = 3.439e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 159 (approx. per word bound = -3.934, relative change = 3.696e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 160 (approx. per word bound = -3.934, relative change = 3.811e-05) 
## Topic 1: turkish, troop, villag, guard, kill 
##  Topic 2: dead, guerrilla, fight, separatist, sixteen 
##  Topic 3: milit, turkey, --, target, oper 
##  Topic 4: --, turkey, rebel, european, roj 
##  Topic 5: kurdish, kill, violenc, seven, five 
##  Topic 6: secur, forc, say, kill, day 
##  Topic 7: soldier, two, kill, turkish, mine 
##  Topic 8: kill, --, turkish, pkk, militari 
##  Topic 9: r, rebel, turkey, kill, kurd 
##  Topic 10: --, terörist, etkisiz, hale, getirildi 
##  Topic 11: clash, six, nine, eur, ten 
##  Topic 12: peopl, muham, mehmet, mountain, sweep 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, eight, one, kill, turk 
##  Topic 15: iraq, armi, turkish, --, strike 
##  Topic 16: ankara, turkish, terrorist, kill, f 
##  Topic 17: attack, three, bomb, polic, turkey 
##  Topic 18: die, blast, offici, injur, explos 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 161 (approx. per word bound = -3.934, relative change = 3.834e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 162 (approx. per word bound = -3.934, relative change = 3.301e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 163 (approx. per word bound = -3.933, relative change = 3.262e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 164 (approx. per word bound = -3.933, relative change = 3.089e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 165 (approx. per word bound = -3.933, relative change = 2.891e-05) 
## Topic 1: turkish, troop, villag, guard, kill 
##  Topic 2: dead, guerrilla, fight, separatist, sixteen 
##  Topic 3: milit, turkey, --, target, neutral 
##  Topic 4: --, turkey, rebel, european, roj 
##  Topic 5: kurdish, kill, violenc, five, seven 
##  Topic 6: secur, forc, say, kill, day 
##  Topic 7: soldier, kill, two, turkish, mine 
##  Topic 8: kill, --, turkish, pkk, militari 
##  Topic 9: r, rebel, kill, turkey, kurd 
##  Topic 10: --, terörist, etkisiz, hale, getirildi 
##  Topic 11: clash, six, nine, eur, ten 
##  Topic 12: peopl, muham, mehmet, mountain, sweep 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, eight, one, kill, turk 
##  Topic 15: iraq, armi, turkish, --, strike 
##  Topic 16: ankara, turkish, terrorist, kill, f 
##  Topic 17: attack, three, bomb, polic, turkey 
##  Topic 18: die, blast, offici, injur, explos 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 166 (approx. per word bound = -3.933, relative change = 3.019e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 167 (approx. per word bound = -3.933, relative change = 2.767e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 168 (approx. per word bound = -3.933, relative change = 2.834e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 169 (approx. per word bound = -3.933, relative change = 3.080e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 170 (approx. per word bound = -3.933, relative change = 3.584e-05) 
## Topic 1: turkish, troop, villag, guard, kill 
##  Topic 2: dead, guerrilla, fight, separatist, sixteen 
##  Topic 3: milit, turkey, --, target, neutral 
##  Topic 4: --, turkey, rebel, european, roj 
##  Topic 5: kurdish, kill, violenc, five, seven 
##  Topic 6: secur, forc, say, kill, day 
##  Topic 7: soldier, kill, two, turkish, mine 
##  Topic 8: kill, --, turkish, pkk, militari 
##  Topic 9: r, rebel, kill, turkey, kurd 
##  Topic 10: --, terörist, etkisiz, hale, getirildi 
##  Topic 11: clash, six, nine, eur, ten 
##  Topic 12: peopl, muham, mehmet, mountain, sweep 
##  Topic 13: --, forc, defens, people’, view 
##  Topic 14: four, eight, one, kill, turk 
##  Topic 15: iraq, armi, turkish, --, strike 
##  Topic 16: ankara, turkish, terrorist, kill, f 
##  Topic 17: attack, three, bomb, polic, turkey 
##  Topic 18: die, blast, offici, injur, explos 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ...................
##   Recovering initialization...
##      ..................
## Initialization complete.
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -5.124) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.767, relative change = 6.978e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.572, relative change = 4.093e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.442, relative change = 2.837e-02) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.351, relative change = 2.051e-02) 
## Topic 1: secur, three, soldier, bomb, oper 
##  Topic 2: turkey, kurdish, forc, guerrilla, hit 
##  Topic 3: defens, people’, botan, direct, rocket 
##  Topic 4: say, peopl, offici, roj, se 
##  Topic 5: r, kurd, rebel, troop, die 
##  Topic 6: turk, terörist, getirildi, etkisiz, hale 
##  Topic 7: forc, kill, five, eight, kurd 
##  Topic 8: kill, iraqi, риан, border, ministri 
##  Topic 9: turkish, kill, rebel, soldier, violenc 
##  Topic 10: kill, ankara, anatolia, militari, ten 
##  Topic 11: dead, eur, injur, r, leader 
##  Topic 12: kill, sixteen, view, kurdish-rel, full 
##  Topic 13: --, pkk, kill, milit, armi 
##  Topic 14: nine, guard, european, leav, car 
##  Topic 15: iraq, strike, air, member, sputnik 
##  Topic 16: two, kill, wound, blast, middl 
##  Topic 17: one, civilian, suspect, least, armi 
##  Topic 18: clash, ankara, terrorist, f, turkish 
##  Topic 19: attack, milit, rebel, kill, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.297, relative change = 1.237e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.246, relative change = 1.175e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.208, relative change = 8.962e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.179, relative change = 6.910e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.155, relative change = 5.775e-03) 
## Topic 1: secur, three, bomb, oper, polic 
##  Topic 2: turkey, kurdish, guerrilla, hit, bus 
##  Topic 3: defens, people’, forc, botan, direct 
##  Topic 4: say, peopl, offici, roj, se 
##  Topic 5: r, kurd, rebel, troop, die 
##  Topic 6: turk, terörist, etkisiz, hale, getirildi 
##  Topic 7: forc, five, kill, eight, day 
##  Topic 8: kill, pkk, border, turkish, iraqi 
##  Topic 9: kill, turkish, rebel, soldier, violenc 
##  Topic 10: kill, anatolia, ankara, militari, ten 
##  Topic 11: dead, eur, injur, leader, twelv 
##  Topic 12: sixteen, view, kurdish-rel, full, profil 
##  Topic 13: --, pkk, european, kill, milit 
##  Topic 14: nine, guard, car, european, leav 
##  Topic 15: iraq, turkish, strike, air, milit 
##  Topic 16: two, wound, kill, blast, mine 
##  Topic 17: one, civilian, suspect, least, armi 
##  Topic 18: clash, ankara, terrorist, f, turkish 
##  Topic 19: attack, milit, kill, armi, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.134, relative change = 5.141e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.114, relative change = 4.660e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.096, relative change = 4.429e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.082, relative change = 3.453e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.071, relative change = 2.678e-03) 
## Topic 1: secur, three, bomb, oper, polic 
##  Topic 2: turkey, kurdish, guerrilla, hit, bus 
##  Topic 3: defens, forc, people’, botan, direct 
##  Topic 4: say, offici, roj, se, parti 
##  Topic 5: r, rebel, kurd, troop, die 
##  Topic 6: turk, terörist, etkisiz, hale, getirildi 
##  Topic 7: forc, five, eight, kill, day 
##  Topic 8: pkk, kill, turkish, border, iraqi 
##  Topic 9: kill, turkish, rebel, soldier, violenc 
##  Topic 10: kill, anatolia, ankara, ten, apr 
##  Topic 11: dead, eur, injur, twelv, fight 
##  Topic 12: peopl, sixteen, view, kurdish-rel, full 
##  Topic 13: --, pkk, european, militari, six 
##  Topic 14: nine, villag, guard, car, claim 
##  Topic 15: turkish, iraq, milit, strike, air 
##  Topic 16: two, wound, blast, kill, policeman 
##  Topic 17: one, civilian, suspect, least, -turkish 
##  Topic 18: clash, ankara, terrorist, turkish, f 
##  Topic 19: attack, milit, kill, armi, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.064, relative change = 1.832e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -4.058, relative change = 1.409e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -4.053, relative change = 1.131e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -4.049, relative change = 1.008e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.045, relative change = 9.583e-04) 
## Topic 1: secur, three, bomb, oper, polic 
##  Topic 2: turkey, kurdish, guerrilla, clash, bus 
##  Topic 3: defens, forc, people’, botan, direct 
##  Topic 4: say, offici, roj, se, parti 
##  Topic 5: r, rebel, kurd, troop, die 
##  Topic 6: turk, terörist, etkisiz, hale, getirildi 
##  Topic 7: forc, five, eight, kill, day 
##  Topic 8: pkk, kill, turkish, near, border 
##  Topic 9: kill, turkish, rebel, soldier, violenc 
##  Topic 10: kill, anatolia, ankara, ten, apr 
##  Topic 11: dead, eur, fight, twelv, injur 
##  Topic 12: peopl, sixteen, view, kurdish-rel, full 
##  Topic 13: --, pkk, european, militari, six 
##  Topic 14: nine, villag, guard, car, claim 
##  Topic 15: turkish, iraq, milit, kill, strike 
##  Topic 16: two, wound, blast, policeman, mine 
##  Topic 17: one, civilian, suspect, least, -turkish 
##  Topic 18: clash, ankara, terrorist, turkish, f 
##  Topic 19: attack, milit, kill, armi, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.042, relative change = 9.401e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -4.038, relative change = 8.794e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -4.034, relative change = 9.183e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -4.031, relative change = 9.255e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -4.026, relative change = 1.045e-03) 
## Topic 1: secur, three, bomb, oper, polic 
##  Topic 2: turkey, kurdish, clash, guerrilla, violenc 
##  Topic 3: defens, forc, people’, botan, direct 
##  Topic 4: say, offici, roj, se, parti 
##  Topic 5: r, rebel, kurd, troop, die 
##  Topic 6: turk, terörist, etkisiz, hale, getirildi 
##  Topic 7: forc, five, eight, kill, day 
##  Topic 8: pkk, turkish, kill, near, border 
##  Topic 9: kill, turkish, rebel, soldier, violenc 
##  Topic 10: kill, anatolia, ankara, ten, apr 
##  Topic 11: dead, fight, eur, twelv, injur 
##  Topic 12: peopl, sixteen, view, kurdish-rel, full 
##  Topic 13: --, european, pkk, militari, six 
##  Topic 14: nine, villag, guard, car, claim 
##  Topic 15: turkish, iraq, kill, milit, strike 
##  Topic 16: two, wound, blast, mine, policeman 
##  Topic 17: one, civilian, suspect, least, -turkish 
##  Topic 18: clash, ankara, turkish, terrorist, f 
##  Topic 19: attack, milit, kill, armi, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -4.022, relative change = 1.045e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -4.018, relative change = 9.679e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -4.015, relative change = 8.883e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -4.011, relative change = 8.587e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -4.008, relative change = 8.719e-04) 
## Topic 1: secur, three, bomb, oper, polic 
##  Topic 2: turkey, kurdish, clash, guerrilla, violenc 
##  Topic 3: defens, forc, people’, --, botan 
##  Topic 4: say, offici, roj, se, parti 
##  Topic 5: r, rebel, kurd, troop, die 
##  Topic 6: turk, terörist, etkisiz, hale, getirildi 
##  Topic 7: forc, five, eight, kill, day 
##  Topic 8: pkk, turkish, near, border, kill 
##  Topic 9: kill, turkish, rebel, soldier, seven 
##  Topic 10: kill, anatolia, ankara, ten, apr 
##  Topic 11: dead, fight, eur, twelv, injur 
##  Topic 12: peopl, sixteen, view, kurdish-rel, full 
##  Topic 13: --, european, pkk, militari, clash 
##  Topic 14: nine, villag, guard, car, claim 
##  Topic 15: turkish, iraq, kill, milit, strike 
##  Topic 16: two, soldier, wound, blast, mine 
##  Topic 17: one, civilian, suspect, least, -turkish 
##  Topic 18: ankara, turkish, terrorist, clash, f 
##  Topic 19: attack, milit, armi, kill, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -4.005, relative change = 8.092e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -4.001, relative change = 7.799e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -3.998, relative change = 7.707e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -3.995, relative change = 7.725e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -3.992, relative change = 8.197e-04) 
## Topic 1: secur, three, bomb, oper, polic 
##  Topic 2: turkey, kurdish, clash, guerrilla, violenc 
##  Topic 3: forc, defens, people’, --, botan 
##  Topic 4: say, offici, roj, se, parti 
##  Topic 5: r, rebel, kurd, troop, die 
##  Topic 6: turk, terörist, etkisiz, hale, getirildi 
##  Topic 7: forc, five, eight, kill, day 
##  Topic 8: pkk, turkish, near, border, kill 
##  Topic 9: kill, turkish, rebel, soldier, seven 
##  Topic 10: anatolia, kill, ankara, ten, apr 
##  Topic 11: dead, fight, eur, twelv, injur 
##  Topic 12: peopl, sixteen, view, kurdish-rel, full 
##  Topic 13: --, european, pkk, militari, six 
##  Topic 14: nine, villag, guard, car, claim 
##  Topic 15: turkish, iraq, kill, milit, strike 
##  Topic 16: two, soldier, wound, blast, mine 
##  Topic 17: one, civilian, suspect, least, -turkish 
##  Topic 18: ankara, turkish, terrorist, clash, f 
##  Topic 19: attack, milit, armi, kill, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -3.989, relative change = 8.227e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -3.986, relative change = 7.238e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -3.983, relative change = 6.640e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -3.981, relative change = 6.029e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -3.979, relative change = 4.351e-04) 
## Topic 1: three, secur, bomb, oper, polic 
##  Topic 2: turkey, kurdish, clash, guerrilla, violenc 
##  Topic 3: forc, defens, people’, --, botan 
##  Topic 4: say, offici, roj, se, parti 
##  Topic 5: r, rebel, kurd, troop, die 
##  Topic 6: turk, terörist, etkisiz, hale, getirildi 
##  Topic 7: forc, five, eight, day, kill 
##  Topic 8: pkk, turkish, near, border, kill 
##  Topic 9: kill, turkish, rebel, soldier, seven 
##  Topic 10: anatolia, kill, ankara, ten, apr 
##  Topic 11: dead, fight, eur, twelv, injur 
##  Topic 12: peopl, sixteen, view, kurdish-rel, full 
##  Topic 13: --, european, pkk, militari, clash 
##  Topic 14: nine, six, villag, guard, car 
##  Topic 15: turkish, iraq, kill, milit, strike 
##  Topic 16: soldier, two, wound, blast, mine 
##  Topic 17: one, civilian, suspect, least, -turkish 
##  Topic 18: ankara, turkish, terrorist, clash, f 
##  Topic 19: attack, milit, armi, kill, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 41 (approx. per word bound = -3.978, relative change = 3.842e-04) 
## ....................................................................................................
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## Completing Iteration 42 (approx. per word bound = -3.976, relative change = 4.088e-04) 
## ....................................................................................................
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## Completing Iteration 43 (approx. per word bound = -3.974, relative change = 3.625e-04) 
## ....................................................................................................
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## Completing Iteration 44 (approx. per word bound = -3.973, relative change = 3.123e-04) 
## ....................................................................................................
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## Completing Iteration 45 (approx. per word bound = -3.972, relative change = 2.856e-04) 
## Topic 1: three, secur, bomb, oper, polic 
##  Topic 2: turkey, kurdish, clash, guerrilla, violenc 
##  Topic 3: forc, defens, --, people’, botan 
##  Topic 4: say, offici, roj, se, parti 
##  Topic 5: r, rebel, kurd, troop, die 
##  Topic 6: turk, terörist, etkisiz, hale, getirildi 
##  Topic 7: forc, five, eight, day, kill 
##  Topic 8: pkk, turkish, near, border, kill 
##  Topic 9: kill, turkish, rebel, seven, four 
##  Topic 10: anatolia, kill, ten, ankara, apr 
##  Topic 11: dead, fight, eur, twelv, injur 
##  Topic 12: peopl, sixteen, view, kurdish-rel, full 
##  Topic 13: --, european, pkk, militari, clash 
##  Topic 14: six, nine, villag, guard, car 
##  Topic 15: turkish, iraq, kill, milit, strike 
##  Topic 16: soldier, two, wound, blast, mine 
##  Topic 17: one, civilian, suspect, least, -turkish 
##  Topic 18: ankara, turkish, terrorist, clash, f 
##  Topic 19: attack, milit, armi, kill, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 46 (approx. per word bound = -3.971, relative change = 2.759e-04) 
## ....................................................................................................
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## Completing Iteration 47 (approx. per word bound = -3.970, relative change = 2.944e-04) 
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## Completing Iteration 48 (approx. per word bound = -3.968, relative change = 3.354e-04) 
## ....................................................................................................
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## Completing Iteration 49 (approx. per word bound = -3.967, relative change = 2.778e-04) 
## ....................................................................................................
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## Completing Iteration 50 (approx. per word bound = -3.966, relative change = 2.544e-04) 
## Topic 1: three, secur, bomb, oper, polic 
##  Topic 2: turkey, kurdish, clash, violenc, guerrilla 
##  Topic 3: forc, defens, --, people’, botan 
##  Topic 4: say, offici, roj, se, parti 
##  Topic 5: r, rebel, kurd, troop, die 
##  Topic 6: turk, terörist, etkisiz, hale, getirildi 
##  Topic 7: forc, five, eight, day, separatist 
##  Topic 8: pkk, turkish, near, border, kill 
##  Topic 9: kill, turkish, rebel, seven, four 
##  Topic 10: anatolia, kill, ten, apr, ankara 
##  Topic 11: dead, fight, eur, twelv, injur 
##  Topic 12: peopl, sixteen, view, kurdish-rel, full 
##  Topic 13: --, european, pkk, militari, provinc 
##  Topic 14: six, nine, villag, guard, car 
##  Topic 15: turkish, iraq, kill, milit, strike 
##  Topic 16: soldier, two, wound, blast, mine 
##  Topic 17: one, civilian, suspect, least, -turkish 
##  Topic 18: ankara, turkish, terrorist, clash, f 
##  Topic 19: attack, milit, armi, kill, four 
## ....................................................................................................
## Completed E-Step (1 seconds). 
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## Completing Iteration 51 (approx. per word bound = -3.965, relative change = 2.466e-04) 
## ....................................................................................................
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## Completing Iteration 52 (approx. per word bound = -3.964, relative change = 2.679e-04) 
## ....................................................................................................
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## Completing Iteration 53 (approx. per word bound = -3.963, relative change = 2.291e-04) 
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## Completing Iteration 54 (approx. per word bound = -3.963, relative change = 2.252e-04) 
## ....................................................................................................
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## Completing Iteration 55 (approx. per word bound = -3.962, relative change = 2.225e-04) 
## Topic 1: three, secur, bomb, oper, polic 
##  Topic 2: turkey, kurdish, clash, violenc, guerrilla 
##  Topic 3: forc, defens, --, people’, botan 
##  Topic 4: say, offici, guerrilla, roj, se 
##  Topic 5: r, rebel, kurd, troop, violenc 
##  Topic 6: turk, terörist, etkisiz, hale, getirildi 
##  Topic 7: forc, five, eight, day, separatist 
##  Topic 8: pkk, turkish, near, border, kill 
##  Topic 9: kill, turkish, rebel, seven, four 
##  Topic 10: anatolia, kill, ten, apr, captur 
##  Topic 11: dead, fight, eur, injur, twelv 
##  Topic 12: peopl, sixteen, view, kurdish-rel, full 
##  Topic 13: --, european, pkk, militari, provinc 
##  Topic 14: six, nine, villag, guard, car 
##  Topic 15: turkish, iraq, kill, milit, strike 
##  Topic 16: soldier, two, wound, blast, mine 
##  Topic 17: one, civilian, suspect, least, -turkish 
##  Topic 18: ankara, turkish, terrorist, clash, f 
##  Topic 19: attack, milit, armi, kill, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 56 (approx. per word bound = -3.961, relative change = 2.274e-04) 
## ....................................................................................................
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## Completing Iteration 57 (approx. per word bound = -3.960, relative change = 2.663e-04) 
## ....................................................................................................
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## Completing Iteration 58 (approx. per word bound = -3.959, relative change = 2.746e-04) 
## ....................................................................................................
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## Completing Iteration 59 (approx. per word bound = -3.958, relative change = 2.769e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 60 (approx. per word bound = -3.956, relative change = 2.579e-04) 
## Topic 1: three, secur, bomb, oper, polic 
##  Topic 2: turkey, kurdish, clash, violenc, guerrilla 
##  Topic 3: forc, defens, --, people’, botan 
##  Topic 4: say, guerrilla, offici, roj, se 
##  Topic 5: r, rebel, kurd, troop, violenc 
##  Topic 6: turk, terörist, etkisiz, hale, getirildi 
##  Topic 7: forc, five, eight, day, separatist 
##  Topic 8: pkk, turkish, near, border, hit 
##  Topic 9: kill, turkish, rebel, seven, four 
##  Topic 10: anatolia, kill, ten, apr, captur 
##  Topic 11: dead, fight, eur, injur, twelv 
##  Topic 12: peopl, sixteen, view, kurdish-rel, full 
##  Topic 13: --, european, pkk, militari, provinc 
##  Topic 14: six, nine, villag, guard, car 
##  Topic 15: turkish, iraq, kill, milit, strike 
##  Topic 16: soldier, two, wound, blast, mine 
##  Topic 17: one, civilian, suspect, least, suicid 
##  Topic 18: ankara, turkish, terrorist, clash, f 
##  Topic 19: attack, milit, armi, kill, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 61 (approx. per word bound = -3.956, relative change = 2.428e-04) 
## ....................................................................................................
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## Completing Iteration 62 (approx. per word bound = -3.955, relative change = 2.230e-04) 
## ....................................................................................................
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## Completing Iteration 63 (approx. per word bound = -3.954, relative change = 1.923e-04) 
## ....................................................................................................
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## Completing Iteration 64 (approx. per word bound = -3.953, relative change = 1.800e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 65 (approx. per word bound = -3.953, relative change = 1.682e-04) 
## Topic 1: three, secur, bomb, oper, polic 
##  Topic 2: turkey, kurdish, clash, violenc, guerrilla 
##  Topic 3: forc, defens, --, people’, direct 
##  Topic 4: say, guerrilla, offici, roj, se 
##  Topic 5: r, rebel, kurd, troop, violenc 
##  Topic 6: turk, terörist, etkisiz, hale, getirildi 
##  Topic 7: forc, five, eight, day, separatist 
##  Topic 8: pkk, turkish, near, border, hit 
##  Topic 9: kill, turkish, rebel, seven, four 
##  Topic 10: anatolia, kill, ten, apr, captur 
##  Topic 11: dead, fight, eur, injur, leav 
##  Topic 12: peopl, sixteen, view, kurdish-rel, full 
##  Topic 13: --, european, pkk, militari, provinc 
##  Topic 14: six, nine, villag, guard, car 
##  Topic 15: turkish, iraq, kill, milit, -- 
##  Topic 16: soldier, two, wound, blast, die 
##  Topic 17: one, civilian, suspect, least, suicid 
##  Topic 18: ankara, turkish, terrorist, clash, f 
##  Topic 19: attack, milit, armi, kill, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 66 (approx. per word bound = -3.952, relative change = 1.649e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 67 (approx. per word bound = -3.951, relative change = 1.676e-04) 
## ....................................................................................................
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## Completing Iteration 68 (approx. per word bound = -3.951, relative change = 1.685e-04) 
## ....................................................................................................
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## Completing Iteration 69 (approx. per word bound = -3.950, relative change = 1.847e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 70 (approx. per word bound = -3.949, relative change = 2.264e-04) 
## Topic 1: three, secur, bomb, oper, polic 
##  Topic 2: turkey, kurdish, clash, violenc, guerrilla 
##  Topic 3: forc, defens, --, people’, direct 
##  Topic 4: say, guerrilla, offici, roj, se 
##  Topic 5: r, rebel, kurd, troop, violenc 
##  Topic 6: turk, terörist, --, etkisiz, hale 
##  Topic 7: forc, five, eight, day, separatist 
##  Topic 8: pkk, turkish, near, border, hit 
##  Topic 9: kill, turkish, rebel, seven, four 
##  Topic 10: anatolia, kill, ten, apr, captur 
##  Topic 11: dead, fight, eur, injur, leav 
##  Topic 12: peopl, sixteen, view, kurdish-rel, full 
##  Topic 13: --, european, pkk, militari, provinc 
##  Topic 14: six, nine, villag, guard, car 
##  Topic 15: turkish, iraq, kill, milit, -- 
##  Topic 16: soldier, two, wound, blast, die 
##  Topic 17: one, civilian, suspect, least, suicid 
##  Topic 18: ankara, turkish, terrorist, clash, kill 
##  Topic 19: attack, milit, armi, kill, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 71 (approx. per word bound = -3.948, relative change = 1.517e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 72 (approx. per word bound = -3.948, relative change = 1.398e-04) 
## ....................................................................................................
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## Completing Iteration 73 (approx. per word bound = -3.947, relative change = 1.369e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 74 (approx. per word bound = -3.947, relative change = 1.458e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 75 (approx. per word bound = -3.946, relative change = 1.634e-04) 
## Topic 1: three, secur, bomb, oper, polic 
##  Topic 2: turkey, kurdish, clash, violenc, guerrilla 
##  Topic 3: forc, defens, --, people’, direct 
##  Topic 4: say, guerrilla, roj, se, offici 
##  Topic 5: r, rebel, kurd, troop, violenc 
##  Topic 6: turk, --, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, day, separatist 
##  Topic 8: pkk, turkish, near, border, troop 
##  Topic 9: kill, turkish, rebel, seven, four 
##  Topic 10: anatolia, kill, ten, apr, captur 
##  Topic 11: dead, fight, eur, injur, leav 
##  Topic 12: peopl, view, kurdish-rel, full, profil 
##  Topic 13: --, european, pkk, militari, provinc 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: turkish, iraq, kill, milit, -- 
##  Topic 16: soldier, two, wound, blast, die 
##  Topic 17: one, civilian, offici, suspect, least 
##  Topic 18: ankara, turkish, terrorist, clash, kill 
##  Topic 19: attack, milit, armi, kill, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 76 (approx. per word bound = -3.945, relative change = 1.645e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 77 (approx. per word bound = -3.945, relative change = 1.348e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 78 (approx. per word bound = -3.944, relative change = 9.716e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 79 (approx. per word bound = -3.944, relative change = 9.323e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 80 (approx. per word bound = -3.944, relative change = 1.100e-04) 
## Topic 1: three, secur, bomb, oper, polic 
##  Topic 2: turkey, kurdish, clash, violenc, unrest 
##  Topic 3: forc, defens, --, people’, direct 
##  Topic 4: say, guerrilla, roj, se, parti 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: turk, --, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, troop 
##  Topic 9: kill, turkish, rebel, seven, four 
##  Topic 10: anatolia, kill, ten, terrorist, apr 
##  Topic 11: dead, fight, eur, injur, leav 
##  Topic 12: peopl, view, kurdish-rel, full, profil 
##  Topic 13: --, european, pkk, militari, provinc 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: turkish, iraq, kill, milit, -- 
##  Topic 16: soldier, two, wound, blast, die 
##  Topic 17: one, offici, civilian, suspect, least 
##  Topic 18: ankara, turkish, terrorist, clash, kill 
##  Topic 19: attack, milit, armi, kill, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 81 (approx. per word bound = -3.943, relative change = 1.155e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 82 (approx. per word bound = -3.943, relative change = 9.224e-05) 
## ....................................................................................................
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## Completing Iteration 83 (approx. per word bound = -3.942, relative change = 8.568e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 84 (approx. per word bound = -3.942, relative change = 7.973e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 85 (approx. per word bound = -3.942, relative change = 7.773e-05) 
## Topic 1: three, secur, bomb, oper, polic 
##  Topic 2: turkey, kurdish, clash, violenc, unrest 
##  Topic 3: forc, defens, --, people’, direct 
##  Topic 4: say, guerrilla, roj, se, parti 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, troop 
##  Topic 9: kill, turkish, rebel, seven, four 
##  Topic 10: anatolia, kill, terrorist, ten, apr 
##  Topic 11: dead, fight, eur, injur, leav 
##  Topic 12: peopl, view, kurdish-rel, full, profil 
##  Topic 13: --, european, pkk, militari, provinc 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: turkish, iraq, kill, --, milit 
##  Topic 16: soldier, two, wound, blast, die 
##  Topic 17: one, offici, civilian, suspect, least 
##  Topic 18: ankara, turkish, terrorist, clash, kill 
##  Topic 19: attack, milit, armi, kill, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 86 (approx. per word bound = -3.942, relative change = 7.620e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 87 (approx. per word bound = -3.941, relative change = 7.532e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 88 (approx. per word bound = -3.941, relative change = 7.683e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 89 (approx. per word bound = -3.941, relative change = 8.996e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 90 (approx. per word bound = -3.940, relative change = 1.445e-04) 
## Topic 1: three, secur, bomb, oper, polic 
##  Topic 2: turkey, kurdish, clash, violenc, unrest 
##  Topic 3: forc, defens, --, people’, direct 
##  Topic 4: say, guerrilla, roj, --, se 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, troop 
##  Topic 9: kill, turkish, rebel, seven, four 
##  Topic 10: anatolia, terrorist, kill, ten, apr 
##  Topic 11: dead, fight, eur, injur, leav 
##  Topic 12: peopl, view, kurdish-rel, full, profil 
##  Topic 13: --, european, pkk, militari, provinc 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: turkish, iraq, kill, milit, -- 
##  Topic 16: soldier, two, wound, blast, turkish 
##  Topic 17: one, offici, civilian, suspect, least 
##  Topic 18: ankara, turkish, terrorist, kill, clash 
##  Topic 19: attack, milit, armi, kill, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 91 (approx. per word bound = -3.939, relative change = 1.567e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 92 (approx. per word bound = -3.939, relative change = 7.410e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 93 (approx. per word bound = -3.939, relative change = 6.602e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 94 (approx. per word bound = -3.939, relative change = 6.595e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 95 (approx. per word bound = -3.938, relative change = 6.964e-05) 
## Topic 1: three, secur, bomb, oper, polic 
##  Topic 2: turkey, kurdish, clash, violenc, unrest 
##  Topic 3: forc, defens, --, people’, direct 
##  Topic 4: say, guerrilla, roj, --, se 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, troop 
##  Topic 9: kill, turkish, rebel, seven, four 
##  Topic 10: anatolia, terrorist, kill, ten, apr 
##  Topic 11: dead, fight, eur, injur, leav 
##  Topic 12: peopl, view, kurdish-rel, full, profil 
##  Topic 13: --, european, pkk, militari, provinc 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: turkish, iraq, kill, milit, -- 
##  Topic 16: soldier, two, turkish, wound, blast 
##  Topic 17: one, offici, civilian, suspect, least 
##  Topic 18: ankara, turkish, terrorist, kill, clash 
##  Topic 19: attack, milit, kill, armi, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 96 (approx. per word bound = -3.938, relative change = 7.853e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 97 (approx. per word bound = -3.938, relative change = 9.970e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 98 (approx. per word bound = -3.937, relative change = 1.431e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 99 (approx. per word bound = -3.937, relative change = 1.233e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 100 (approx. per word bound = -3.936, relative change = 1.136e-04) 
## Topic 1: three, secur, bomb, polic, oper 
##  Topic 2: turkey, kurdish, clash, violenc, unrest 
##  Topic 3: forc, defens, --, people’, direct 
##  Topic 4: say, guerrilla, --, roj, se 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, troop 
##  Topic 9: kill, turkish, rebel, seven, four 
##  Topic 10: anatolia, terrorist, ten, apr, kill 
##  Topic 11: dead, fight, eur, injur, leav 
##  Topic 12: peopl, view, kurdish-rel, full, profil 
##  Topic 13: --, european, pkk, militari, provinc 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: turkish, iraq, kill, milit, -- 
##  Topic 16: soldier, two, turkish, wound, blast 
##  Topic 17: one, offici, civilian, suspect, least 
##  Topic 18: ankara, turkish, terrorist, kill, clash 
##  Topic 19: attack, milit, kill, armi, four 
## ....................................................................................................
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## Completing Iteration 101 (approx. per word bound = -3.936, relative change = 1.223e-04) 
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## Completing Iteration 102 (approx. per word bound = -3.935, relative change = 1.347e-04) 
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## Completing Iteration 105 (approx. per word bound = -3.934, relative change = 1.156e-04) 
## Topic 1: three, secur, bomb, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, unrest 
##  Topic 3: forc, defens, --, people’, direct 
##  Topic 4: say, guerrilla, --, roj, se 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, troop 
##  Topic 9: kill, turkish, rebel, seven, four 
##  Topic 10: anatolia, terrorist, ten, apr, captur 
##  Topic 11: dead, fight, eur, injur, leav 
##  Topic 12: peopl, view, kurdish-rel, full, profil 
##  Topic 13: --, european, pkk, militari, provinc 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: turkish, iraq, kill, --, milit 
##  Topic 16: soldier, two, turkish, wound, blast 
##  Topic 17: one, offici, civilian, suspect, least 
##  Topic 18: ankara, turkish, terrorist, kill, clash 
##  Topic 19: attack, milit, kill, armi, four 
## ....................................................................................................
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## Completing Iteration 106 (approx. per word bound = -3.933, relative change = 1.187e-04) 
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## Completing Iteration 110 (approx. per word bound = -3.931, relative change = 1.203e-04) 
## Topic 1: three, secur, bomb, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, unrest 
##  Topic 3: forc, defens, --, people’, direct 
##  Topic 4: say, guerrilla, --, roj, se 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, troop 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ten, apr, ankara 
##  Topic 11: dead, fight, eur, leav, injur 
##  Topic 12: peopl, view, kurdish-rel, full, profil 
##  Topic 13: --, european, pkk, militari, provinc 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: turkish, iraq, kill, --, milit 
##  Topic 16: soldier, two, turkish, wound, blast 
##  Topic 17: one, offici, civilian, suspect, least 
##  Topic 18: ankara, turkish, terrorist, kill, clash 
##  Topic 19: attack, milit, kill, armi, four 
## ....................................................................................................
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## Completing Iteration 111 (approx. per word bound = -3.930, relative change = 1.935e-04) 
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## Completing Iteration 115 (approx. per word bound = -3.929, relative change = 6.951e-05) 
## Topic 1: three, secur, bomb, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, rebellion 
##  Topic 3: forc, defens, --, people’, direct 
##  Topic 4: say, guerrilla, --, roj, se 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, troop 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ten, ankara, apr 
##  Topic 11: dead, fight, eur, leav, twelv 
##  Topic 12: peopl, view, kurdish-rel, full, profil 
##  Topic 13: --, european, pkk, militari, clash 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: turkish, iraq, kill, --, milit 
##  Topic 16: soldier, two, turkish, wound, blast 
##  Topic 17: one, offici, civilian, suspect, least 
##  Topic 18: ankara, turkish, kill, terrorist, clash 
##  Topic 19: attack, milit, kill, armi, four 
## ....................................................................................................
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## Completing Iteration 116 (approx. per word bound = -3.928, relative change = 6.441e-05) 
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## Completing Iteration 120 (approx. per word bound = -3.927, relative change = 1.267e-04) 
## Topic 1: three, bomb, secur, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, rebellion 
##  Topic 3: forc, defens, --, people’, direct 
##  Topic 4: say, guerrilla, --, roj, se 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, troop 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ankara, ten, apr 
##  Topic 11: dead, fight, eur, leav, twelv 
##  Topic 12: peopl, view, kurdish-rel, full, profil 
##  Topic 13: --, european, pkk, militari, clash 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: turkish, iraq, kill, --, milit 
##  Topic 16: soldier, two, turkish, wound, blast 
##  Topic 17: one, offici, civilian, suspect, least 
##  Topic 18: ankara, turkish, kill, terrorist, clash 
##  Topic 19: attack, milit, kill, armi, four 
## ....................................................................................................
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## Completing Iteration 121 (approx. per word bound = -3.926, relative change = 1.602e-04) 
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## Completing Iteration 122 (approx. per word bound = -3.926, relative change = 1.579e-04) 
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## Completing Iteration 123 (approx. per word bound = -3.925, relative change = 1.039e-04) 
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## Completing Iteration 124 (approx. per word bound = -3.925, relative change = 6.323e-05) 
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## Completing Iteration 125 (approx. per word bound = -3.925, relative change = 4.599e-05) 
## Topic 1: three, bomb, secur, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, rebellion 
##  Topic 3: forc, defens, --, people’, direct 
##  Topic 4: say, guerrilla, --, roj, se 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, troop 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ankara, ten, apr 
##  Topic 11: dead, fight, eur, leav, twelv 
##  Topic 12: peopl, view, kurdish-rel, full, profil 
##  Topic 13: --, european, pkk, militari, clash 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: turkish, iraq, kill, --, milit 
##  Topic 16: soldier, two, turkish, wound, blast 
##  Topic 17: one, offici, civilian, suspect, least 
##  Topic 18: ankara, turkish, kill, terrorist, clash 
##  Topic 19: attack, milit, kill, armi, four 
## ....................................................................................................
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## Completing Iteration 126 (approx. per word bound = -3.925, relative change = 3.929e-05) 
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## Completing Iteration 127 (approx. per word bound = -3.925, relative change = 3.709e-05) 
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## Completing Iteration 128 (approx. per word bound = -3.924, relative change = 3.697e-05) 
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## Completing Iteration 129 (approx. per word bound = -3.924, relative change = 3.809e-05) 
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## Completing Iteration 130 (approx. per word bound = -3.924, relative change = 3.892e-05) 
## Topic 1: three, bomb, secur, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, rebellion 
##  Topic 3: forc, defens, --, people’, direct 
##  Topic 4: say, guerrilla, --, roj, dow 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, troop 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ankara, ten, apr 
##  Topic 11: dead, fight, eur, leav, twelv 
##  Topic 12: peopl, view, kurdish-rel, full, profil 
##  Topic 13: --, european, pkk, militari, clash 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: turkish, iraq, kill, --, milit 
##  Topic 16: soldier, two, turkish, wound, blast 
##  Topic 17: one, offici, civilian, suspect, least 
##  Topic 18: ankara, turkish, kill, terrorist, clash 
##  Topic 19: attack, milit, kill, armi, four 
## ....................................................................................................
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## Completing Iteration 131 (approx. per word bound = -3.924, relative change = 4.143e-05) 
## ....................................................................................................
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## Completing Iteration 132 (approx. per word bound = -3.924, relative change = 4.749e-05) 
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## Completing Iteration 133 (approx. per word bound = -3.924, relative change = 5.287e-05) 
## ....................................................................................................
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## Completing Iteration 134 (approx. per word bound = -3.923, relative change = 4.767e-05) 
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## Completing Iteration 135 (approx. per word bound = -3.923, relative change = 4.012e-05) 
## Topic 1: three, bomb, secur, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, rebellion 
##  Topic 3: forc, defens, --, people’, direct 
##  Topic 4: say, guerrilla, --, roj, kurdish 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, hit 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ankara, ten, apr 
##  Topic 11: dead, fight, eur, leav, twelv 
##  Topic 12: peopl, view, kurdish-rel, full, profil 
##  Topic 13: --, european, pkk, militari, clash 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: turkish, iraq, kill, --, milit 
##  Topic 16: soldier, two, turkish, wound, blast 
##  Topic 17: one, offici, civilian, suspect, least 
##  Topic 18: ankara, turkish, kill, terrorist, clash 
##  Topic 19: attack, kill, milit, armi, four 
## ....................................................................................................
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## Completing Iteration 136 (approx. per word bound = -3.923, relative change = 3.876e-05) 
## ....................................................................................................
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## Completing Iteration 137 (approx. per word bound = -3.923, relative change = 3.828e-05) 
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## Completing Iteration 138 (approx. per word bound = -3.923, relative change = 3.857e-05) 
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## Completing Iteration 139 (approx. per word bound = -3.923, relative change = 3.985e-05) 
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## Completing Iteration 140 (approx. per word bound = -3.922, relative change = 4.930e-05) 
## Topic 1: three, bomb, secur, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, rebellion 
##  Topic 3: forc, defens, --, people’, direct 
##  Topic 4: say, guerrilla, --, kurdish, roj 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, hit 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ankara, ten, apr 
##  Topic 11: dead, fight, eur, leav, twelv 
##  Topic 12: peopl, view, kurdish-rel, full, profil 
##  Topic 13: --, european, pkk, militari, clash 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: turkish, iraq, kill, --, milit 
##  Topic 16: soldier, two, turkish, wound, blast 
##  Topic 17: one, offici, civilian, injur, suspect 
##  Topic 18: ankara, turkish, kill, terrorist, clash 
##  Topic 19: attack, kill, milit, armi, four 
## ....................................................................................................
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## Completing Iteration 141 (approx. per word bound = -3.922, relative change = 7.084e-05) 
## ....................................................................................................
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## Completing Iteration 142 (approx. per word bound = -3.922, relative change = 9.426e-05) 
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## Completing Iteration 143 (approx. per word bound = -3.921, relative change = 7.835e-05) 
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## Completing Iteration 144 (approx. per word bound = -3.921, relative change = 4.640e-05) 
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## Completing Iteration 145 (approx. per word bound = -3.921, relative change = 3.856e-05) 
## Topic 1: three, bomb, secur, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, rebellion 
##  Topic 3: forc, defens, --, people’, direct 
##  Topic 4: say, kurdish, guerrilla, --, roj 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, hit 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ankara, ten, apr 
##  Topic 11: dead, fight, eur, leav, twelv 
##  Topic 12: peopl, view, kurdish-rel, full, profil 
##  Topic 13: --, european, pkk, militari, clash 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: turkish, iraq, kill, --, milit 
##  Topic 16: soldier, two, turkish, blast, wound 
##  Topic 17: one, offici, civilian, injur, suspect 
##  Topic 18: ankara, turkish, kill, terrorist, clash 
##  Topic 19: attack, kill, milit, armi, four 
## ....................................................................................................
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## Completing Iteration 146 (approx. per word bound = -3.921, relative change = 3.568e-05) 
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## Completing Iteration 147 (approx. per word bound = -3.921, relative change = 3.521e-05) 
## ....................................................................................................
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## Completing Iteration 148 (approx. per word bound = -3.921, relative change = 3.303e-05) 
## ....................................................................................................
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## Completing Iteration 149 (approx. per word bound = -3.921, relative change = 3.449e-05) 
## ....................................................................................................
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## Completing Iteration 150 (approx. per word bound = -3.920, relative change = 3.785e-05) 
## Topic 1: three, bomb, secur, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, rebellion 
##  Topic 3: forc, defens, --, people’, direct 
##  Topic 4: say, kurdish, guerrilla, --, roj 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, hit 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ankara, ten, apr 
##  Topic 11: dead, fight, eur, leav, twelv 
##  Topic 12: peopl, view, kurdish-rel, full, profil 
##  Topic 13: --, european, pkk, militari, clash 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: turkish, iraq, kill, --, milit 
##  Topic 16: soldier, two, turkish, blast, wound 
##  Topic 17: one, offici, civilian, injur, suspect 
##  Topic 18: turkish, ankara, kill, clash, terrorist 
##  Topic 19: attack, kill, milit, armi, four 
## ....................................................................................................
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## Completing Iteration 151 (approx. per word bound = -3.920, relative change = 3.462e-05) 
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## Completing Iteration 152 (approx. per word bound = -3.920, relative change = 3.577e-05) 
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## Completing Iteration 153 (approx. per word bound = -3.920, relative change = 3.677e-05) 
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## Completing Iteration 154 (approx. per word bound = -3.920, relative change = 4.433e-05) 
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## Completing Iteration 155 (approx. per word bound = -3.920, relative change = 6.355e-05) 
## Topic 1: three, bomb, secur, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, rebellion 
##  Topic 3: forc, defens, --, people’, direct 
##  Topic 4: say, kurdish, guerrilla, --, roj 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, hit 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ankara, ten, apr 
##  Topic 11: dead, fight, eur, leav, twelv 
##  Topic 12: peopl, view, kurdish-rel, full, profil 
##  Topic 13: --, european, pkk, militari, clash 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: turkish, iraq, kill, --, milit 
##  Topic 16: soldier, two, turkish, blast, wound 
##  Topic 17: one, offici, civilian, injur, suspect 
##  Topic 18: turkish, ankara, kill, clash, terrorist 
##  Topic 19: attack, kill, milit, armi, four 
## ....................................................................................................
## Completed E-Step (1 seconds). 
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## Completing Iteration 156 (approx. per word bound = -3.919, relative change = 7.019e-05) 
## ....................................................................................................
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## Completing Iteration 157 (approx. per word bound = -3.919, relative change = 6.255e-05) 
## ....................................................................................................
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## Completing Iteration 158 (approx. per word bound = -3.919, relative change = 5.418e-05) 
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## Completing Iteration 159 (approx. per word bound = -3.919, relative change = 4.561e-05) 
## ....................................................................................................
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## Completing Iteration 160 (approx. per word bound = -3.919, relative change = 4.119e-05) 
## Topic 1: three, bomb, secur, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, rebellion 
##  Topic 3: forc, defens, --, people’, direct 
##  Topic 4: say, kurdish, guerrilla, --, roj 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, hit 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ankara, apr, captur 
##  Topic 11: dead, fight, eur, leav, ten 
##  Topic 12: peopl, view, kurdish-rel, full, profil 
##  Topic 13: --, european, pkk, militari, provinc 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: turkish, iraq, kill, --, milit 
##  Topic 16: soldier, turkish, two, blast, wound 
##  Topic 17: one, offici, civilian, injur, suspect 
##  Topic 18: turkish, ankara, kill, clash, terrorist 
##  Topic 19: attack, kill, milit, armi, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 161 (approx. per word bound = -3.918, relative change = 4.012e-05) 
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## Topic 1: three, bomb, secur, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, rebellion 
##  Topic 3: forc, defens, --, people’, direct 
##  Topic 4: say, kurdish, guerrilla, --, roj 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, hit 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ankara, apr, captur 
##  Topic 11: dead, fight, eur, leav, ten 
##  Topic 12: peopl, view, kurdish-rel, full, profil 
##  Topic 13: --, european, pkk, militari, provinc 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: turkish, iraq, kill, --, milit 
##  Topic 16: soldier, turkish, two, blast, die 
##  Topic 17: one, offici, civilian, injur, suspect 
##  Topic 18: turkish, ankara, kill, clash, terrorist 
##  Topic 19: attack, kill, milit, armi, pkk 
## ....................................................................................................
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## Completing Iteration 166 (approx. per word bound = -3.918, relative change = 4.580e-05) 
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## Completing Iteration 170 (approx. per word bound = -3.917, relative change = 3.250e-05) 
## Topic 1: three, bomb, secur, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, rebellion 
##  Topic 3: forc, defens, --, people’, direct 
##  Topic 4: say, kurdish, guerrilla, --, roj 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, hit 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ankara, apr, captur 
##  Topic 11: dead, fight, eur, leav, ten 
##  Topic 12: peopl, view, kurdish-rel, full, profil 
##  Topic 13: --, european, pkk, militari, provinc 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: iraq, turkish, kill, --, milit 
##  Topic 16: soldier, turkish, two, blast, die 
##  Topic 17: one, offici, civilian, injur, suspect 
##  Topic 18: turkish, ankara, kill, clash, terrorist 
##  Topic 19: attack, kill, milit, armi, pkk 
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## Completing Iteration 171 (approx. per word bound = -3.917, relative change = 3.509e-05) 
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## Completing Iteration 175 (approx. per word bound = -3.916, relative change = 3.223e-05) 
## Topic 1: three, bomb, secur, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, rebellion 
##  Topic 3: forc, defens, --, people’, direct 
##  Topic 4: say, kurdish, guerrilla, --, roj 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, hit 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ankara, apr, captur 
##  Topic 11: dead, fight, eur, leav, ten 
##  Topic 12: peopl, view, kurdish-rel, full, profil 
##  Topic 13: --, european, pkk, militari, provinc 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: iraq, turkish, kill, --, milit 
##  Topic 16: soldier, turkish, two, blast, die 
##  Topic 17: one, offici, civilian, injur, suspect 
##  Topic 18: turkish, ankara, kill, clash, terrorist 
##  Topic 19: attack, kill, milit, armi, pkk 
## ....................................................................................................
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## Completing Iteration 176 (approx. per word bound = -3.916, relative change = 3.171e-05) 
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## Completing Iteration 180 (approx. per word bound = -3.915, relative change = 8.339e-05) 
## Topic 1: three, bomb, secur, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, rebellion 
##  Topic 3: forc, defens, --, people’, direct 
##  Topic 4: say, kurdish, guerrilla, --, roj 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, kill 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ankara, oper, captur 
##  Topic 11: dead, fight, eur, leav, ten 
##  Topic 12: peopl, view, kurdish-rel, full, profil 
##  Topic 13: --, european, pkk, militari, provinc 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: iraq, turkish, kill, --, milit 
##  Topic 16: soldier, turkish, two, blast, die 
##  Topic 17: one, offici, civilian, injur, suspect 
##  Topic 18: turkish, ankara, kill, clash, terrorist 
##  Topic 19: attack, kill, milit, armi, pkk 
## ....................................................................................................
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## Completing Iteration 181 (approx. per word bound = -3.915, relative change = 3.299e-05) 
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## Completing Iteration 185 (approx. per word bound = -3.915, relative change = 3.151e-05) 
## Topic 1: three, bomb, secur, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, rebellion 
##  Topic 3: forc, defens, --, people’, direct 
##  Topic 4: say, kurdish, guerrilla, --, roj 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, kill 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ankara, oper, ten 
##  Topic 11: dead, fight, eur, leav, ten 
##  Topic 12: peopl, view, kurdish-rel, full, profil 
##  Topic 13: --, european, pkk, militari, provinc 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: iraq, turkish, kill, --, milit 
##  Topic 16: soldier, turkish, two, blast, die 
##  Topic 17: one, offici, civilian, injur, suspect 
##  Topic 18: turkish, ankara, kill, clash, terrorist 
##  Topic 19: attack, kill, milit, armi, pkk 
## ....................................................................................................
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## Completing Iteration 186 (approx. per word bound = -3.915, relative change = 3.325e-05) 
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## Completing Iteration 187 (approx. per word bound = -3.914, relative change = 3.633e-05) 
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## Completing Iteration 189 (approx. per word bound = -3.914, relative change = 6.212e-05) 
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## Completing Iteration 190 (approx. per word bound = -3.914, relative change = 7.904e-05) 
## Topic 1: three, bomb, secur, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, rebellion 
##  Topic 3: forc, defens, --, people’, direct 
##  Topic 4: say, kurdish, guerrilla, --, roj 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, kill 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ankara, oper, ten 
##  Topic 11: dead, fight, eur, leav, ten 
##  Topic 12: peopl, view, kurdish-rel, full, profil 
##  Topic 13: --, european, pkk, militari, provinc 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: iraq, turkish, kill, --, milit 
##  Topic 16: soldier, turkish, two, blast, die 
##  Topic 17: one, offici, civilian, injur, suspect 
##  Topic 18: turkish, ankara, kill, clash, terrorist 
##  Topic 19: attack, kill, milit, armi, pkk 
## ....................................................................................................
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## Completing Iteration 191 (approx. per word bound = -3.913, relative change = 8.074e-05) 
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## Completing Iteration 193 (approx. per word bound = -3.913, relative change = 4.418e-05) 
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## Completing Iteration 194 (approx. per word bound = -3.913, relative change = 4.077e-05) 
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## Completing Iteration 195 (approx. per word bound = -3.913, relative change = 3.111e-05) 
## Topic 1: three, bomb, secur, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, rebellion 
##  Topic 3: forc, defens, --, people’, direct 
##  Topic 4: say, kurdish, guerrilla, --, roj 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, kill 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ankara, oper, ten 
##  Topic 11: dead, fight, eur, leav, ten 
##  Topic 12: peopl, view, kurdish-rel, full, profil 
##  Topic 13: --, european, pkk, militari, provinc 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: iraq, turkish, kill, --, milit 
##  Topic 16: soldier, turkish, two, blast, die 
##  Topic 17: one, offici, civilian, injur, suspect 
##  Topic 18: turkish, ankara, kill, clash, terrorist 
##  Topic 19: attack, kill, milit, armi, pkk 
## ....................................................................................................
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## Completing Iteration 196 (approx. per word bound = -3.913, relative change = 2.810e-05) 
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## Completing Iteration 197 (approx. per word bound = -3.913, relative change = 2.759e-05) 
## ....................................................................................................
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## Completing Iteration 198 (approx. per word bound = -3.912, relative change = 2.728e-05) 
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## Completing Iteration 199 (approx. per word bound = -3.912, relative change = 2.844e-05) 
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## Completing Iteration 200 (approx. per word bound = -3.912, relative change = 3.064e-05) 
## Topic 1: three, bomb, secur, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, rebellion 
##  Topic 3: forc, --, defens, people’, direct 
##  Topic 4: say, kurdish, guerrilla, --, roj 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, kill 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ankara, oper, ten 
##  Topic 11: dead, fight, eur, leav, ten 
##  Topic 12: peopl, view, kurdish-rel, full, profil 
##  Topic 13: --, european, pkk, militari, provinc 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: iraq, turkish, kill, --, milit 
##  Topic 16: soldier, turkish, two, blast, die 
##  Topic 17: one, offici, civilian, injur, suspect 
##  Topic 18: turkish, ankara, kill, clash, terrorist 
##  Topic 19: attack, kill, milit, armi, pkk 
## ....................................................................................................
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## Completing Iteration 201 (approx. per word bound = -3.912, relative change = 3.528e-05) 
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## Completing Iteration 202 (approx. per word bound = -3.912, relative change = 3.657e-05) 
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## Completing Iteration 203 (approx. per word bound = -3.912, relative change = 4.000e-05) 
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## Completing Iteration 204 (approx. per word bound = -3.912, relative change = 4.159e-05) 
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## Completing Iteration 205 (approx. per word bound = -3.911, relative change = 4.540e-05) 
## Topic 1: three, bomb, secur, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, rebellion 
##  Topic 3: forc, --, defens, people’, direct 
##  Topic 4: say, kurdish, guerrilla, --, roj 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, kill 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ankara, oper, ten 
##  Topic 11: dead, fight, eur, leav, ten 
##  Topic 12: peopl, view, kurdish-rel, full, profil 
##  Topic 13: --, european, pkk, militari, provinc 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: iraq, turkish, kill, --, milit 
##  Topic 16: soldier, turkish, two, blast, die 
##  Topic 17: one, offici, civilian, injur, suspect 
##  Topic 18: turkish, ankara, kill, clash, terrorist 
##  Topic 19: attack, kill, milit, armi, pkk 
## ....................................................................................................
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## Completing Iteration 206 (approx. per word bound = -3.911, relative change = 4.605e-05) 
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## Completing Iteration 207 (approx. per word bound = -3.911, relative change = 4.800e-05) 
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## Completing Iteration 208 (approx. per word bound = -3.911, relative change = 3.959e-05) 
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## Completing Iteration 209 (approx. per word bound = -3.911, relative change = 3.610e-05) 
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## Completing Iteration 210 (approx. per word bound = -3.911, relative change = 3.487e-05) 
## Topic 1: three, bomb, secur, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, rebellion 
##  Topic 3: forc, --, defens, people’, direct 
##  Topic 4: say, kurdish, guerrilla, --, roj 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, kill 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ankara, oper, ten 
##  Topic 11: dead, fight, eur, leav, ten 
##  Topic 12: peopl, view, kurdish-rel, full, profil 
##  Topic 13: --, european, pkk, militari, provinc 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: iraq, turkish, kill, --, milit 
##  Topic 16: soldier, turkish, two, blast, die 
##  Topic 17: one, offici, civilian, injur, suspect 
##  Topic 18: turkish, ankara, kill, clash, terrorist 
##  Topic 19: attack, kill, milit, pkk, armi 
## ....................................................................................................
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## Completing Iteration 211 (approx. per word bound = -3.910, relative change = 3.497e-05) 
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## Completing Iteration 212 (approx. per word bound = -3.910, relative change = 3.573e-05) 
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## Completing Iteration 213 (approx. per word bound = -3.910, relative change = 3.826e-05) 
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## Completing Iteration 214 (approx. per word bound = -3.910, relative change = 3.978e-05) 
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## Completing Iteration 215 (approx. per word bound = -3.910, relative change = 3.638e-05) 
## Topic 1: three, bomb, secur, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, rebellion 
##  Topic 3: forc, --, defens, people’, direct 
##  Topic 4: say, kurdish, guerrilla, --, roj 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, hit 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ankara, kill, oper 
##  Topic 11: dead, fight, eur, leav, ten 
##  Topic 12: peopl, view, kurdish-rel, full, profil 
##  Topic 13: --, european, pkk, militari, provinc 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: iraq, turkish, kill, --, milit 
##  Topic 16: soldier, turkish, two, blast, die 
##  Topic 17: one, offici, civilian, injur, suspect 
##  Topic 18: turkish, ankara, kill, clash, terrorist 
##  Topic 19: kill, attack, milit, pkk, armi 
## ....................................................................................................
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## Completing Iteration 216 (approx. per word bound = -3.910, relative change = 3.458e-05) 
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## Completing Iteration 217 (approx. per word bound = -3.910, relative change = 3.490e-05) 
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## Completing Iteration 218 (approx. per word bound = -3.909, relative change = 3.534e-05) 
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## Completing Iteration 219 (approx. per word bound = -3.909, relative change = 4.198e-05) 
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## Completing Iteration 220 (approx. per word bound = -3.909, relative change = 7.445e-05) 
## Topic 1: three, bomb, secur, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, rebellion 
##  Topic 3: forc, --, defens, people’, direct 
##  Topic 4: say, kurdish, guerrilla, --, roj 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, hit 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ankara, kill, oper 
##  Topic 11: dead, fight, eur, leav, ten 
##  Topic 12: peopl, view, full, kurdish-rel, profil 
##  Topic 13: --, european, pkk, militari, provinc 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: iraq, turkish, kill, --, milit 
##  Topic 16: soldier, turkish, two, blast, attack 
##  Topic 17: one, offici, civilian, injur, suspect 
##  Topic 18: turkish, ankara, kill, clash, terrorist 
##  Topic 19: kill, attack, milit, pkk, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 221 (approx. per word bound = -3.909, relative change = 1.134e-04) 
## ....................................................................................................
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## Completing Iteration 222 (approx. per word bound = -3.908, relative change = 3.856e-05) 
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## Completing Iteration 223 (approx. per word bound = -3.908, relative change = 2.702e-05) 
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## Completing Iteration 224 (approx. per word bound = -3.908, relative change = 2.542e-05) 
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## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 225 (approx. per word bound = -3.908, relative change = 2.507e-05) 
## Topic 1: three, bomb, secur, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, rebellion 
##  Topic 3: forc, --, defens, people’, direct 
##  Topic 4: say, kurdish, --, guerrilla, roj 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, hit 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ankara, kill, oper 
##  Topic 11: dead, fight, eur, leav, ten 
##  Topic 12: peopl, view, full, kurdish-rel, profil 
##  Topic 13: --, european, pkk, militari, clash 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: iraq, turkish, kill, --, milit 
##  Topic 16: soldier, turkish, two, attack, blast 
##  Topic 17: one, offici, civilian, injur, suspect 
##  Topic 18: turkish, ankara, kill, clash, terrorist 
##  Topic 19: kill, attack, milit, pkk, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 226 (approx. per word bound = -3.908, relative change = 2.634e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 227 (approx. per word bound = -3.908, relative change = 2.516e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 228 (approx. per word bound = -3.908, relative change = 2.358e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 229 (approx. per word bound = -3.908, relative change = 2.375e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 230 (approx. per word bound = -3.908, relative change = 2.397e-05) 
## Topic 1: three, bomb, secur, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, fresh 
##  Topic 3: forc, --, defens, people’, direct 
##  Topic 4: say, kurdish, --, guerrilla, roj 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, hit 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ankara, kill, oper 
##  Topic 11: dead, fight, eur, leav, ten 
##  Topic 12: peopl, view, full, kurdish-rel, profil 
##  Topic 13: --, european, pkk, militari, clash 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: iraq, turkish, kill, --, milit 
##  Topic 16: soldier, turkish, two, attack, blast 
##  Topic 17: one, offici, civilian, injur, suspect 
##  Topic 18: turkish, ankara, kill, clash, terrorist 
##  Topic 19: kill, attack, milit, pkk, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 231 (approx. per word bound = -3.908, relative change = 2.514e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 232 (approx. per word bound = -3.907, relative change = 2.666e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 233 (approx. per word bound = -3.907, relative change = 2.762e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 234 (approx. per word bound = -3.907, relative change = 3.251e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 235 (approx. per word bound = -3.907, relative change = 5.969e-05) 
## Topic 1: three, bomb, secur, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, fresh 
##  Topic 3: forc, --, defens, people’, direct 
##  Topic 4: say, kurdish, --, guerrilla, roj 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, hit 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ankara, kill, oper 
##  Topic 11: dead, fight, eur, leav, ten 
##  Topic 12: peopl, view, full, kurdish-rel, profil 
##  Topic 13: --, european, pkk, militari, clash 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: iraq, turkish, kill, --, milit 
##  Topic 16: soldier, turkish, two, attack, blast 
##  Topic 17: one, offici, civilian, injur, suspect 
##  Topic 18: turkish, ankara, kill, clash, terrorist 
##  Topic 19: kill, attack, milit, pkk, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 236 (approx. per word bound = -3.907, relative change = 3.908e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 237 (approx. per word bound = -3.907, relative change = 2.631e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 238 (approx. per word bound = -3.907, relative change = 2.101e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 239 (approx. per word bound = -3.907, relative change = 2.013e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 240 (approx. per word bound = -3.906, relative change = 1.983e-05) 
## Topic 1: three, bomb, secur, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, fresh 
##  Topic 3: forc, --, defens, people’, direct 
##  Topic 4: say, kurdish, --, guerrilla, roj 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, near, border, armi 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ankara, kill, oper 
##  Topic 11: dead, fight, eur, leav, ten 
##  Topic 12: peopl, view, full, kurdish-rel, profil 
##  Topic 13: --, european, pkk, militari, clash 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: iraq, turkish, kill, --, milit 
##  Topic 16: soldier, turkish, two, attack, blast 
##  Topic 17: one, offici, civilian, injur, suspect 
##  Topic 18: turkish, ankara, kill, clash, terrorist 
##  Topic 19: kill, attack, milit, pkk, armi 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 241 (approx. per word bound = -3.906, relative change = 1.958e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 242 (approx. per word bound = -3.906, relative change = 1.919e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 243 (approx. per word bound = -3.906, relative change = 1.916e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 244 (approx. per word bound = -3.906, relative change = 1.878e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 245 (approx. per word bound = -3.906, relative change = 1.912e-05) 
## Topic 1: three, bomb, secur, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, fresh 
##  Topic 3: forc, --, defens, people’, direct 
##  Topic 4: say, kurdish, --, guerrilla, roj 
##  Topic 5: r, kurd, rebel, troop, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, armi, near, border 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ankara, kill, oper 
##  Topic 11: dead, fight, eur, leav, ten 
##  Topic 12: peopl, view, full, kurdish-rel, profil 
##  Topic 13: --, european, pkk, militari, clash 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: iraq, turkish, kill, --, milit 
##  Topic 16: soldier, turkish, two, attack, blast 
##  Topic 17: one, offici, civilian, injur, suspect 
##  Topic 18: turkish, ankara, kill, clash, terrorist 
##  Topic 19: kill, attack, milit, pkk, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 246 (approx. per word bound = -3.906, relative change = 1.894e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 247 (approx. per word bound = -3.906, relative change = 1.891e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 248 (approx. per word bound = -3.906, relative change = 1.789e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 249 (approx. per word bound = -3.906, relative change = 1.575e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 250 (approx. per word bound = -3.906, relative change = 1.477e-05) 
## Topic 1: three, bomb, secur, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, fresh 
##  Topic 3: forc, --, defens, people’, direct 
##  Topic 4: say, kurdish, --, guerrilla, roj 
##  Topic 5: r, kurd, troop, rebel, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, turkish, armi, near, border 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ankara, kill, oper 
##  Topic 11: dead, fight, eur, leav, ten 
##  Topic 12: peopl, view, full, kurdish-rel, profil 
##  Topic 13: --, european, pkk, militari, clash 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: iraq, turkish, kill, --, milit 
##  Topic 16: soldier, turkish, two, attack, blast 
##  Topic 17: one, offici, civilian, injur, suspect 
##  Topic 18: turkish, ankara, kill, clash, terrorist 
##  Topic 19: kill, attack, milit, pkk, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 251 (approx. per word bound = -3.906, relative change = 1.414e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 252 (approx. per word bound = -3.906, relative change = 1.242e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 253 (approx. per word bound = -3.906, relative change = 1.159e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 254 (approx. per word bound = -3.906, relative change = 1.280e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 255 (approx. per word bound = -3.905, relative change = 1.844e-05) 
## Topic 1: three, bomb, secur, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, fresh 
##  Topic 3: forc, --, defens, people’, direct 
##  Topic 4: say, kurdish, --, guerrilla, roj 
##  Topic 5: r, kurd, troop, rebel, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: pkk, armi, turkish, near, border 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ankara, kill, oper 
##  Topic 11: dead, fight, eur, leav, ten 
##  Topic 12: peopl, view, full, kurdish-rel, profil 
##  Topic 13: --, european, pkk, clash, provinc 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: iraq, turkish, kill, --, milit 
##  Topic 16: soldier, turkish, two, attack, blast 
##  Topic 17: one, offici, civilian, injur, suspect 
##  Topic 18: turkish, ankara, kill, clash, terrorist 
##  Topic 19: kill, attack, milit, pkk, turkish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 256 (approx. per word bound = -3.905, relative change = 1.662e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 257 (approx. per word bound = -3.905, relative change = 1.436e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 258 (approx. per word bound = -3.905, relative change = 2.898e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 259 (approx. per word bound = -3.905, relative change = 5.254e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 260 (approx. per word bound = -3.905, relative change = 1.032e-05) 
## Topic 1: three, bomb, secur, polic, offic 
##  Topic 2: turkey, kurdish, clash, violenc, fresh 
##  Topic 3: forc, --, defens, people’, direct 
##  Topic 4: say, kurdish, --, guerrilla, turkey 
##  Topic 5: r, kurd, troop, rebel, violenc 
##  Topic 6: --, turk, terörist, etkisiz, hale 
##  Topic 7: forc, five, eight, separatist, day 
##  Topic 8: armi, pkk, turkish, near, border 
##  Topic 9: kill, rebel, turkish, seven, four 
##  Topic 10: anatolia, terrorist, ankara, kill, oper 
##  Topic 11: dead, fight, eur, leav, ten 
##  Topic 12: peopl, view, full, kurdish-rel, profil 
##  Topic 13: --, european, pkk, clash, provinc 
##  Topic 14: six, nine, villag, guard, death 
##  Topic 15: iraq, turkish, kill, --, milit 
##  Topic 16: soldier, turkish, two, attack, blast 
##  Topic 17: one, offici, civilian, injur, suspect 
##  Topic 18: turkish, ankara, kill, clash, terrorist 
##  Topic 19: kill, attack, milit, pkk, turkish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ....................
##   Recovering initialization...
##      ..................
## Initialization complete.
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -5.060) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.762, relative change = 5.897e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.583, relative change = 3.765e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.461, relative change = 2.660e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.372, relative change = 1.995e-02) 
## Topic 1: ankara, soldier, troop, guerrilla, turkish 
##  Topic 2: rebel, peopl, turk, forc, twenti 
##  Topic 3: provinc, -turkish, kurdistan, ÅŸehit, daili 
##  Topic 4: turkish, forc, two, roj, rocket 
##  Topic 5: clash, kill, f, turkish, terrorist 
##  Topic 6: say, turkey, clash, militari, kill 
##  Topic 7: pkk, --, kill, turkish, turkey 
##  Topic 8: --, kill, european, pkk, bomb 
##  Topic 9: r, kill, kurd, secur, violenc 
##  Topic 10: clash, separatist, one, jun, fifteen 
##  Topic 11: turkish, kill, captur, eur, villag 
##  Topic 12: --, people’, forc, view, full 
##  Topic 13: defens, terörist, getirildi, neutral, dakika 
##  Topic 14: iraq, six, --, fight, turkish 
##  Topic 15: attack, --, kill, turkish, wound 
##  Topic 16: milit, three, kill, --, turkish 
##  Topic 17: turkey, kurdish, kill, die, one 
##  Topic 18: turkish, four, dead, nine, iraqi 
##  Topic 19: terrorist, --, kill, anatolia, secur 
##  Topic 20: --, kurdish, turkish, kill, jet 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.304, relative change = 1.560e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.249, relative change = 1.270e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.208, relative change = 9.718e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.176, relative change = 7.609e-03) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.149, relative change = 6.332e-03) 
## Topic 1: ankara, troop, soldier, turkish, guerrilla 
##  Topic 2: rebel, peopl, turk, twenti, eighteen 
##  Topic 3: provinc, -turkish, kurdistan, civilian, ÅŸehit 
##  Topic 4: turkish, forc, two, roj, rocket 
##  Topic 5: clash, turkish, kill, f, terrorist 
##  Topic 6: say, turkey, militari, kill, politika 
##  Topic 7: pkk, --, kill, offici, turkish 
##  Topic 8: --, kill, european, soldier, bomb 
##  Topic 9: r, kill, kurd, violenc, five 
##  Topic 10: one, separatist, offic, suspect, fifteen 
##  Topic 11: turkish, captur, member, eur, villag 
##  Topic 12: --, forc, people’, view, full 
##  Topic 13: defens, peopl, terörist, hale, getirildi 
##  Topic 14: iraq, six, --, fight, turkish 
##  Topic 15: attack, soldier, --, kill, turkish 
##  Topic 16: milit, three, kill, --, armi 
##  Topic 17: turkey, kurdish, kill, die, dow 
##  Topic 18: four, dead, turkish, nine, iraqi 
##  Topic 19: secur, terrorist, kill, anatolia, apr 
##  Topic 20: --, turkish, kurdish, kill, jet 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.128, relative change = 4.995e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.113, relative change = 3.789e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.100, relative change = 3.020e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.090, relative change = 2.510e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.081, relative change = 2.329e-03) 
## Topic 1: ankara, troop, turkish, soldier, guerrilla 
##  Topic 2: rebel, turk, peopl, twenti, eighteen 
##  Topic 3: provinc, kurdistan, ÅŸehit, daili, peopl 
##  Topic 4: turkish, forc, two, roj, iraq- 
##  Topic 5: clash, kill, turkish, f, terrorist 
##  Topic 6: say, turkey, militari, kill, politika 
##  Topic 7: pkk, --, kill, iraqi, offici 
##  Topic 8: --, kill, european, soldier, two 
##  Topic 9: r, kill, kurd, violenc, seven 
##  Topic 10: one, offic, separatist, suspect, fifteen 
##  Topic 11: captur, member, eur, villag, turkish 
##  Topic 12: --, forc, people’, view, full 
##  Topic 13: defens, peopl, terörist, etkisiz, hale 
##  Topic 14: iraq, six, --, turkish, fight 
##  Topic 15: attack, soldier, --, turkish, kill 
##  Topic 16: three, milit, kill, --, armi 
##  Topic 17: turkey, kurdish, kill, die, dow 
##  Topic 18: four, dead, nine, turkish, twelv 
##  Topic 19: secur, kill, terrorist, anatolia, apr 
##  Topic 20: --, kurdish, turkish, kill, target 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.072, relative change = 2.152e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -4.063, relative change = 2.040e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -4.056, relative change = 1.803e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -4.050, relative change = 1.492e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.045, relative change = 1.336e-03) 
## Topic 1: ankara, troop, turkish, soldier, guerrilla 
##  Topic 2: rebel, turk, peopl, hideout, grow 
##  Topic 3: provinc, peopl, kurdistan, ÅŸehit, daili 
##  Topic 4: turkish, forc, two, roj, iraq- 
##  Topic 5: clash, kill, turkish, f, terrorist 
##  Topic 6: say, turkey, militari, kill, politika 
##  Topic 7: pkk, --, kill, iraqi, offici 
##  Topic 8: --, kill, european, soldier, two 
##  Topic 9: r, kill, kurd, violenc, seven 
##  Topic 10: six, one, offic, separatist, clash 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: --, forc, people’, view, full 
##  Topic 13: defens, peopl, terörist, etkisiz, hale 
##  Topic 14: iraq, --, turkish, strike, air 
##  Topic 15: attack, soldier, turkish, kill, -- 
##  Topic 16: three, kill, milit, --, armi 
##  Topic 17: turkey, kurdish, kill, die, dow 
##  Topic 18: four, dead, nine, twelv, leav 
##  Topic 19: secur, terrorist, kill, anatolia, apr 
##  Topic 20: --, kurdish, turkish, kill, target 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.040, relative change = 1.119e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -4.036, relative change = 9.875e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -4.032, relative change = 9.535e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -4.029, relative change = 8.504e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -4.025, relative change = 8.407e-04) 
## Topic 1: ankara, turkish, troop, soldier, guerrilla 
##  Topic 2: rebel, turk, peopl, hideout, grow 
##  Topic 3: provinc, peopl, ÅŸehit, daili, rudaw 
##  Topic 4: turkish, forc, two, roj, iraq- 
##  Topic 5: clash, kill, f, turkish, ankara 
##  Topic 6: say, turkey, militari, kill, politika 
##  Topic 7: pkk, --, kill, iraqi, offici 
##  Topic 8: --, kill, european, two, soldier 
##  Topic 9: r, kill, kurd, violenc, seven 
##  Topic 10: six, one, clash, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: --, forc, people’, defens, view 
##  Topic 13: defens, peopl, terörist, etkisiz, hale 
##  Topic 14: iraq, --, turkish, strike, kill 
##  Topic 15: attack, soldier, turkish, kill, wound 
##  Topic 16: three, kill, milit, --, armi 
##  Topic 17: turkey, kurdish, die, kill, dow 
##  Topic 18: four, dead, nine, twelv, leav 
##  Topic 19: terrorist, kill, secur, anatolia, apr 
##  Topic 20: --, kurdish, turkish, kill, target 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -4.022, relative change = 8.499e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 27 (approx. per word bound = -4.018, relative change = 9.657e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 28 (approx. per word bound = -4.014, relative change = 1.099e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 29 (approx. per word bound = -4.010, relative change = 1.001e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -4.006, relative change = 9.194e-04) 
## Topic 1: ankara, turkish, troop, soldier, _f 
##  Topic 2: rebel, turk, peopl, hideout, grow 
##  Topic 3: provinc, peopl, ÅŸehit, daili, -- 
##  Topic 4: turkish, forc, two, roj, iraq- 
##  Topic 5: clash, kill, f, ankara, turkish 
##  Topic 6: say, turkey, militari, guerrilla, kill 
##  Topic 7: pkk, --, kill, offici, turkish 
##  Topic 8: --, kill, european, two, bomb 
##  Topic 9: r, kill, kurd, violenc, seven 
##  Topic 10: six, one, clash, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: --, forc, people’, defens, view 
##  Topic 13: defens, peopl, terörist, etkisiz, hale 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, kill, wound 
##  Topic 16: three, kill, milit, --, armi 
##  Topic 17: turkey, kurdish, die, kill, dow 
##  Topic 18: four, dead, nine, twelv, leav 
##  Topic 19: terrorist, kill, secur, anatolia, apr 
##  Topic 20: --, kurdish, turkish, -turkey, target 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -4.003, relative change = 8.539e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -3.999, relative change = 8.675e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 33 (approx. per word bound = -3.996, relative change = 7.001e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 34 (approx. per word bound = -3.994, relative change = 6.585e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -3.991, relative change = 6.232e-04) 
## Topic 1: turkish, troop, ankara, soldier, _f 
##  Topic 2: rebel, turk, peopl, hideout, grow 
##  Topic 3: provinc, peopl, --, ÅŸehit, daili 
##  Topic 4: turkish, forc, two, roj, iraq- 
##  Topic 5: clash, kill, ankara, f, turkish 
##  Topic 6: say, turkey, militari, guerrilla, politika 
##  Topic 7: pkk, --, kill, offici, turkish 
##  Topic 8: --, kill, european, two, bomb 
##  Topic 9: r, kill, kurd, violenc, seven 
##  Topic 10: six, clash, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, --, defens, people’, view 
##  Topic 13: peopl, defens, --, terörist, etkisiz 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, kill, wound 
##  Topic 16: three, kill, milit, kurdish, -- 
##  Topic 17: turkey, kurdish, die, kill, dow 
##  Topic 18: four, dead, nine, twelv, leav 
##  Topic 19: terrorist, kill, secur, anatolia, apr 
##  Topic 20: --, kurdish, turkish, kurd, -turkey 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -3.989, relative change = 6.205e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 37 (approx. per word bound = -3.986, relative change = 5.707e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 38 (approx. per word bound = -3.984, relative change = 5.404e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -3.982, relative change = 4.865e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -3.981, relative change = 4.668e-04) 
## Topic 1: turkish, troop, ankara, soldier, _f 
##  Topic 2: rebel, turk, peopl, minibus, focus-turk 
##  Topic 3: --, provinc, peopl, ÅŸehit, daili 
##  Topic 4: turkish, forc, two, roj, iraq- 
##  Topic 5: ankara, clash, kill, f, turkish 
##  Topic 6: say, turkey, militari, guerrilla, clash 
##  Topic 7: pkk, --, offici, kill, turkey 
##  Topic 8: --, kill, european, two, bomb 
##  Topic 9: r, kill, kurd, violenc, seven 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, --, defens, people’, view 
##  Topic 13: peopl, --, terörist, etkisiz, hale 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, kill, wound 
##  Topic 16: three, kill, milit, kurdish, armi 
##  Topic 17: turkey, kurdish, die, kill, dow 
##  Topic 18: four, dead, nine, twelv, leav 
##  Topic 19: terrorist, secur, kill, anatolia, apr 
##  Topic 20: --, kurdish, kurd, turkish, -turkey 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -3.979, relative change = 4.761e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -3.977, relative change = 5.161e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -3.974, relative change = 5.759e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -3.972, relative change = 5.276e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -3.970, relative change = 4.447e-04) 
## Topic 1: turkish, troop, soldier, _f, ankara 
##  Topic 2: rebel, turk, focus-turk, tourist, battalion 
##  Topic 3: --, peopl, provinc, ÅŸehit, daili 
##  Topic 4: turkish, forc, two, roj, copenhagen-bas 
##  Topic 5: ankara, kill, clash, f, turkish 
##  Topic 6: say, turkey, militari, clash, guerrilla 
##  Topic 7: pkk, --, offici, kill, turkey 
##  Topic 8: --, kill, european, two, bomb 
##  Topic 9: r, kill, kurd, violenc, seven 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: peopl, --, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, kill, wound 
##  Topic 16: three, kill, milit, kurdish, armi 
##  Topic 17: turkey, kurdish, die, kill, violenc 
##  Topic 18: four, dead, nine, fight, twelv 
##  Topic 19: terrorist, secur, kill, anatolia, apr 
##  Topic 20: --, kurd, kurdish, turkish, -turkey 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -3.969, relative change = 3.726e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -3.968, relative change = 3.303e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -3.966, relative change = 3.106e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -3.965, relative change = 3.012e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -3.964, relative change = 2.886e-04) 
## Topic 1: turkish, troop, soldier, _f, eleven 
##  Topic 2: rebel, turk, focus-turk, tourist, battalion 
##  Topic 3: --, peopl, provinc, ÅŸehit, daili 
##  Topic 4: turkish, forc, two, roj, copenhagen-bas 
##  Topic 5: ankara, kill, clash, f, turkish 
##  Topic 6: say, turkey, militari, clash, guerrilla 
##  Topic 7: pkk, offici, --, turkey, kill 
##  Topic 8: --, kill, european, two, bomb 
##  Topic 9: r, kill, kurd, violenc, seven 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: peopl, --, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, kill, wound 
##  Topic 16: three, kill, milit, kurdish, armi 
##  Topic 17: turkey, kurdish, die, kill, violenc 
##  Topic 18: four, dead, nine, fight, twelv 
##  Topic 19: terrorist, secur, kill, anatolia, apr 
##  Topic 20: --, kurd, kurdish, turkish, -turkey 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -3.963, relative change = 2.826e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -3.962, relative change = 2.749e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -3.961, relative change = 2.688e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -3.960, relative change = 3.013e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -3.958, relative change = 4.291e-04) 
## Topic 1: turkish, troop, soldier, _f, eleven 
##  Topic 2: rebel, turk, focus-turk, tourist, battalion 
##  Topic 3: --, peopl, provinc, ÅŸehit, daili 
##  Topic 4: turkish, forc, two, roj, copenhagen-bas 
##  Topic 5: ankara, kill, clash, f, turkish 
##  Topic 6: say, turkey, militari, clash, guerrilla 
##  Topic 7: pkk, offici, turkey, --, near 
##  Topic 8: --, kill, european, two, bomb 
##  Topic 9: r, kill, kurd, violenc, conflict 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: peopl, --, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, kill, wound 
##  Topic 16: three, kill, milit, kurdish, armi 
##  Topic 17: turkey, kurdish, die, violenc, kill 
##  Topic 18: four, dead, nine, fight, twelv 
##  Topic 19: terrorist, secur, anatolia, kill, apr 
##  Topic 20: --, kurd, kurdish, turkish, -turkey 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -3.957, relative change = 3.181e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 57 (approx. per word bound = -3.955, relative change = 3.199e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 58 (approx. per word bound = -3.954, relative change = 3.205e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 59 (approx. per word bound = -3.953, relative change = 3.080e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 60 (approx. per word bound = -3.952, relative change = 2.924e-04) 
## Topic 1: turkish, troop, soldier, eleven, guerrilla 
##  Topic 2: rebel, turk, focus-turk, tourist, sixty-on 
##  Topic 3: --, peopl, provinc, ÅŸehit, daili 
##  Topic 4: forc, turkish, two, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, f, clash 
##  Topic 6: say, turkey, militari, clash, guerrilla 
##  Topic 7: pkk, turkey, offici, near, -- 
##  Topic 8: --, kill, european, two, bomb 
##  Topic 9: r, kill, kurd, violenc, conflict 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: peopl, --, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, kill, wound 
##  Topic 16: three, milit, kill, kurdish, armi 
##  Topic 17: turkey, kurdish, die, violenc, kill 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, terrorist, anatolia, kill, apr 
##  Topic 20: --, kurd, kurdish, turkish, -turkey 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 61 (approx. per word bound = -3.950, relative change = 3.178e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 62 (approx. per word bound = -3.949, relative change = 3.073e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 63 (approx. per word bound = -3.948, relative change = 2.752e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 64 (approx. per word bound = -3.947, relative change = 2.540e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 65 (approx. per word bound = -3.946, relative change = 2.101e-04) 
## Topic 1: turkish, troop, soldier, eleven, guerrilla 
##  Topic 2: rebel, turk, focus-turk, tourist, sixty-on 
##  Topic 3: --, peopl, provinc, ÅŸehit, daili 
##  Topic 4: forc, turkish, two, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, f, clash 
##  Topic 6: say, turkey, militari, clash, guerrilla 
##  Topic 7: pkk, turkey, offici, civilian, near 
##  Topic 8: --, kill, european, two, bomb 
##  Topic 9: r, kill, kurd, violenc, conflict 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: peopl, --, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, strike 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: three, milit, kurdish, kill, armi 
##  Topic 17: turkey, kurdish, die, violenc, kill 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, terrorist, anatolia, kill, apr 
##  Topic 20: --, kurd, kurdish, -turkey, turkish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 66 (approx. per word bound = -3.946, relative change = 1.956e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 67 (approx. per word bound = -3.945, relative change = 1.793e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 68 (approx. per word bound = -3.944, relative change = 1.803e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 69 (approx. per word bound = -3.943, relative change = 1.906e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 70 (approx. per word bound = -3.943, relative change = 1.549e-04) 
## Topic 1: turkish, troop, soldier, eleven, guerrilla 
##  Topic 2: rebel, turk, focus-turk, tourist, sixty-on 
##  Topic 3: --, peopl, ÅŸehit, daili, provinc 
##  Topic 4: forc, turkish, two, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, f, terrorist 
##  Topic 6: say, turkey, militari, clash, guerrilla 
##  Topic 7: pkk, turkey, offici, civilian, near 
##  Topic 8: --, kill, european, two, bomb 
##  Topic 9: r, kill, kurd, violenc, conflict 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: peopl, --, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, strike 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: three, milit, kurdish, kill, armi 
##  Topic 17: turkey, kurdish, die, violenc, kill 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, terrorist, anatolia, kill, apr 
##  Topic 20: --, kurd, kurdish, -turkey, hpg 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 71 (approx. per word bound = -3.942, relative change = 1.590e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 72 (approx. per word bound = -3.941, relative change = 2.343e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 73 (approx. per word bound = -3.940, relative change = 1.963e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 74 (approx. per word bound = -3.940, relative change = 1.438e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 75 (approx. per word bound = -3.939, relative change = 1.430e-04) 
## Topic 1: turkish, troop, soldier, eleven, guerrilla 
##  Topic 2: rebel, turk, focus-turk, tourist, sixty-on 
##  Topic 3: --, peopl, ÅŸehit, daili, provinc 
##  Topic 4: forc, turkish, two, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, f, terrorist 
##  Topic 6: say, turkey, militari, guerrilla, clash 
##  Topic 7: pkk, turkey, offici, civilian, near 
##  Topic 8: --, kill, european, two, bomb 
##  Topic 9: r, kill, kurd, violenc, troop 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: peopl, --, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, strike 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: three, kurdish, milit, kill, armi 
##  Topic 17: turkey, kurdish, die, violenc, kill 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, terrorist, kill, apr 
##  Topic 20: --, kurd, kurdish, rebel, -turkey 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 76 (approx. per word bound = -3.939, relative change = 1.478e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 77 (approx. per word bound = -3.938, relative change = 1.536e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 78 (approx. per word bound = -3.938, relative change = 1.537e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 79 (approx. per word bound = -3.937, relative change = 1.490e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 80 (approx. per word bound = -3.936, relative change = 1.490e-04) 
## Topic 1: turkish, troop, soldier, eleven, guerrilla 
##  Topic 2: rebel, turk, focus-turk, tourist, sixty-on 
##  Topic 3: --, peopl, ÅŸehit, daili, rudaw 
##  Topic 4: forc, turkish, two, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: say, turkey, militari, guerrilla, conflict 
##  Topic 7: pkk, turkey, offici, civilian, near 
##  Topic 8: --, kill, european, two, bomb 
##  Topic 9: r, kill, kurd, troop, violenc 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: peopl, --, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, strike 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: three, kurdish, milit, kill, armi 
##  Topic 17: turkey, kurdish, die, violenc, kill 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, terrorist, kill, apr 
##  Topic 20: --, kurd, rebel, kurdish, -turkey 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 81 (approx. per word bound = -3.936, relative change = 1.527e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 82 (approx. per word bound = -3.935, relative change = 1.546e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 83 (approx. per word bound = -3.935, relative change = 1.527e-04) 
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## Completing Iteration 84 (approx. per word bound = -3.934, relative change = 1.449e-04) 
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## Completing Iteration 85 (approx. per word bound = -3.933, relative change = 1.311e-04) 
## Topic 1: turkish, troop, soldier, eleven, guerrilla 
##  Topic 2: rebel, turk, focus-turk, tourist, sixty-on 
##  Topic 3: --, peopl, ÅŸehit, daili, rudaw 
##  Topic 4: forc, turkish, two, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: say, turkey, militari, conflict, guerrilla 
##  Topic 7: pkk, turkey, near, civilian, offici 
##  Topic 8: --, kill, european, two, bomb 
##  Topic 9: r, kill, kurd, troop, violenc 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: peopl, --, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, milit 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: three, kurdish, milit, kill, armi 
##  Topic 17: turkey, kurdish, die, violenc, kill 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, terrorist, kill, apr 
##  Topic 20: --, kurd, rebel, kurdish, -turkey 
## ....................................................................................................
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## Completing Iteration 86 (approx. per word bound = -3.933, relative change = 1.191e-04) 
## ....................................................................................................
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## Completing Iteration 87 (approx. per word bound = -3.933, relative change = 1.125e-04) 
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## Completing Iteration 88 (approx. per word bound = -3.932, relative change = 1.114e-04) 
## ....................................................................................................
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## Completing Iteration 89 (approx. per word bound = -3.932, relative change = 1.038e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 90 (approx. per word bound = -3.931, relative change = 9.264e-05) 
## Topic 1: turkish, troop, soldier, eleven, guerrilla 
##  Topic 2: rebel, turk, focus-turk, tourist, sixty-on 
##  Topic 3: --, peopl, ÅŸehit, daili, rudaw 
##  Topic 4: forc, turkish, two, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: say, turkey, militari, conflict, guerrilla 
##  Topic 7: pkk, turkey, near, civilian, middl 
##  Topic 8: --, kill, european, two, bomb 
##  Topic 9: r, kill, kurd, troop, violenc 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: peopl, --, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, milit 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: three, kurdish, milit, kill, armi 
##  Topic 17: turkey, kurdish, die, violenc, kill 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, terrorist, kill, apr 
##  Topic 20: --, kurd, rebel, kurdish, -turkey 
## ....................................................................................................
## Completed E-Step (1 seconds). 
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## Completing Iteration 91 (approx. per word bound = -3.931, relative change = 9.297e-05) 
## ....................................................................................................
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## Completing Iteration 92 (approx. per word bound = -3.931, relative change = 9.746e-05) 
## ....................................................................................................
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## Completing Iteration 93 (approx. per word bound = -3.930, relative change = 1.011e-04) 
## ....................................................................................................
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## Completing Iteration 94 (approx. per word bound = -3.930, relative change = 9.766e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
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## Completing Iteration 95 (approx. per word bound = -3.929, relative change = 9.733e-05) 
## Topic 1: turkish, troop, soldier, eleven, kill 
##  Topic 2: rebel, turk, focus-turk, tourist, focus- 
##  Topic 3: --, peopl, ÅŸehit, daili, rudaw 
##  Topic 4: forc, turkish, two, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: say, turkey, militari, conflict, guerrilla 
##  Topic 7: pkk, turkey, near, civilian, middl 
##  Topic 8: --, kill, european, two, bomb 
##  Topic 9: r, kill, kurd, troop, violenc 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: peopl, --, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, milit 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: three, kurdish, milit, kill, armi 
##  Topic 17: turkey, kurdish, die, violenc, kill 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, terrorist, kill, apr 
##  Topic 20: --, kurd, rebel, kurdish, -turkey 
## ....................................................................................................
## Completed E-Step (1 seconds). 
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## Completing Iteration 96 (approx. per word bound = -3.929, relative change = 1.003e-04) 
## ....................................................................................................
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## Completing Iteration 97 (approx. per word bound = -3.929, relative change = 1.036e-04) 
## ....................................................................................................
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## Completing Iteration 98 (approx. per word bound = -3.928, relative change = 1.037e-04) 
## ....................................................................................................
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## Completing Iteration 99 (approx. per word bound = -3.928, relative change = 1.067e-04) 
## ....................................................................................................
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## Completing Iteration 100 (approx. per word bound = -3.927, relative change = 1.085e-04) 
## Topic 1: turkish, troop, soldier, eleven, kill 
##  Topic 2: rebel, turk, troop, focus-turk, focus- 
##  Topic 3: --, peopl, ÅŸehit, daili, anadolu 
##  Topic 4: forc, turkish, two, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: say, turkey, militari, conflict, guerrilla 
##  Topic 7: pkk, turkey, near, civilian, middl 
##  Topic 8: --, kill, european, two, bomb 
##  Topic 9: r, kill, kurd, troop, violenc 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: peopl, --, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, milit 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: three, kurdish, milit, kill, armi 
##  Topic 17: turkey, kurdish, die, violenc, kill 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, terrorist, kill, apr 
##  Topic 20: --, kurd, rebel, kurdish, -turkey 
## ....................................................................................................
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## Completing Iteration 101 (approx. per word bound = -3.927, relative change = 1.059e-04) 
## ....................................................................................................
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## Completing Iteration 102 (approx. per word bound = -3.927, relative change = 1.025e-04) 
## ....................................................................................................
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## Completing Iteration 103 (approx. per word bound = -3.926, relative change = 1.032e-04) 
## ....................................................................................................
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## Completing Iteration 104 (approx. per word bound = -3.926, relative change = 1.039e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 105 (approx. per word bound = -3.925, relative change = 1.049e-04) 
## Topic 1: turkish, troop, soldier, kill, eleven 
##  Topic 2: rebel, turk, troop, focus-turk, focus- 
##  Topic 3: --, peopl, ÅŸehit, daili, anadolu 
##  Topic 4: forc, two, turkish, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: say, turkey, militari, conflict, kurdish 
##  Topic 7: pkk, turkey, near, civilian, middl 
##  Topic 8: --, kill, european, two, bomb 
##  Topic 9: r, kill, kurd, troop, violenc 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: peopl, --, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, milit 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: three, kurdish, milit, kill, armi 
##  Topic 17: turkey, kurdish, die, violenc, kill 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, terrorist, kill, apr 
##  Topic 20: --, kurd, rebel, kurdish, -turkey 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 106 (approx. per word bound = -3.925, relative change = 1.085e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 107 (approx. per word bound = -3.924, relative change = 1.140e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 108 (approx. per word bound = -3.924, relative change = 1.149e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 109 (approx. per word bound = -3.924, relative change = 1.184e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 110 (approx. per word bound = -3.923, relative change = 1.246e-04) 
## Topic 1: turkish, troop, soldier, kill, eleven 
##  Topic 2: rebel, turk, troop, focus, focus-turk 
##  Topic 3: --, peopl, ÅŸehit, daili, anadolu 
##  Topic 4: forc, two, turkish, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: say, turkey, militari, conflict, kurdish 
##  Topic 7: pkk, turkey, near, civilian, middl 
##  Topic 8: --, kill, european, two, bomb 
##  Topic 9: r, kill, kurd, troop, eight 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, milit 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: three, kurdish, kill, milit, armi 
##  Topic 17: turkey, kurdish, die, violenc, kill 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, terrorist, kill, apr 
##  Topic 20: --, kurd, rebel, kurdish, -turkey 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 111 (approx. per word bound = -3.923, relative change = 1.053e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 112 (approx. per word bound = -3.922, relative change = 9.186e-05) 
## ....................................................................................................
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## Completing Iteration 113 (approx. per word bound = -3.922, relative change = 8.799e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 114 (approx. per word bound = -3.922, relative change = 9.079e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 115 (approx. per word bound = -3.921, relative change = 9.248e-05) 
## Topic 1: turkish, troop, soldier, kill, london 
##  Topic 2: rebel, turk, troop, focus, focus-turk 
##  Topic 3: --, peopl, ÅŸehit, daili, anadolu 
##  Topic 4: forc, two, turkish, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: say, turkey, militari, kurdish, conflict 
##  Topic 7: pkk, turkey, near, civilian, middl 
##  Topic 8: --, kill, european, two, bomb 
##  Topic 9: r, kill, kurd, troop, eight 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, milit 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: three, kurdish, kill, milit, armi 
##  Topic 17: turkey, kurdish, die, violenc, kill 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, terrorist, kill, apr 
##  Topic 20: --, kurd, rebel, kurdish, -turkey 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 116 (approx. per word bound = -3.921, relative change = 8.897e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 117 (approx. per word bound = -3.921, relative change = 8.793e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 118 (approx. per word bound = -3.920, relative change = 9.401e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 119 (approx. per word bound = -3.920, relative change = 1.013e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 120 (approx. per word bound = -3.919, relative change = 1.104e-04) 
## Topic 1: turkish, soldier, troop, kill, london 
##  Topic 2: rebel, turk, troop, focus, focus-turk 
##  Topic 3: --, peopl, ÅŸehit, daili, anadolu 
##  Topic 4: forc, two, turkish, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: say, turkey, kurdish, militari, conflict 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, european, two, turkey 
##  Topic 9: r, kill, kurd, troop, eight 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, milit 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: three, kurdish, kill, milit, armi 
##  Topic 17: turkey, kurdish, die, violenc, kill 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, terrorist, kill, apr 
##  Topic 20: --, rebel, kurd, kurdish, -turkey 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 121 (approx. per word bound = -3.919, relative change = 1.226e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 122 (approx. per word bound = -3.918, relative change = 1.355e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 123 (approx. per word bound = -3.918, relative change = 1.469e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 124 (approx. per word bound = -3.917, relative change = 1.578e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 125 (approx. per word bound = -3.917, relative change = 1.614e-04) 
## Topic 1: turkish, soldier, kill, troop, london 
##  Topic 2: rebel, turk, troop, focus-turk, focus- 
##  Topic 3: --, peopl, ÅŸehit, daili, anadolu 
##  Topic 4: forc, two, turkish, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: say, turkey, kurdish, militari, conflict 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, european, two, turkey 
##  Topic 9: r, kill, kurd, troop, eight 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, milit 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: kurdish, kill, milit, three, armi 
##  Topic 17: turkey, kurdish, die, violenc, kill 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, terrorist, kill, apr 
##  Topic 20: --, rebel, kurd, kurdish, -turkey 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 126 (approx. per word bound = -3.916, relative change = 1.491e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 127 (approx. per word bound = -3.915, relative change = 1.398e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 128 (approx. per word bound = -3.915, relative change = 1.207e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 129 (approx. per word bound = -3.915, relative change = 1.037e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 130 (approx. per word bound = -3.914, relative change = 9.061e-05) 
## Topic 1: turkish, soldier, kill, troop, london 
##  Topic 2: rebel, turk, troop, kurd, focus-turk 
##  Topic 3: --, peopl, ÅŸehit, daili, anadolu 
##  Topic 4: forc, two, turkish, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: say, turkey, kurdish, militari, conflict 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, european, two, turkey 
##  Topic 9: r, kill, kurd, troop, eight 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, milit 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: kurdish, kill, milit, turkish, armi 
##  Topic 17: turkey, kurdish, die, violenc, kill 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, terrorist, kill, apr 
##  Topic 20: --, rebel, kurd, kurdish, -turkey 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 131 (approx. per word bound = -3.914, relative change = 7.951e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 132 (approx. per word bound = -3.914, relative change = 7.108e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 133 (approx. per word bound = -3.913, relative change = 6.689e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 134 (approx. per word bound = -3.913, relative change = 6.410e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 135 (approx. per word bound = -3.913, relative change = 6.279e-05) 
## Topic 1: turkish, kill, soldier, troop, three 
##  Topic 2: rebel, troop, turk, kurd, focus-turk 
##  Topic 3: --, peopl, ÅŸehit, daili, anadolu 
##  Topic 4: forc, two, turkish, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: say, turkey, kurdish, militari, conflict 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, european, two, turkey 
##  Topic 9: r, kill, kurd, troop, eight 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, strike 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: kill, kurdish, milit, turkish, -- 
##  Topic 17: turkey, kurdish, die, violenc, kill 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, terrorist, kill, apr 
##  Topic 20: --, rebel, kurd, kurdish, -turkey 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 136 (approx. per word bound = -3.913, relative change = 6.673e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 137 (approx. per word bound = -3.912, relative change = 7.983e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 138 (approx. per word bound = -3.912, relative change = 8.000e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 139 (approx. per word bound = -3.912, relative change = 6.732e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 140 (approx. per word bound = -3.911, relative change = 6.144e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, turk, kurd, focus-turk 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: forc, two, turkish, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: say, turkey, kurdish, militari, conflict 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, european, two, turkey 
##  Topic 9: r, kill, kurd, troop, eight 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, strike 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: kill, kurdish, milit, --, turkish 
##  Topic 17: turkey, kurdish, violenc, die, kill 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, terrorist, kill, apr 
##  Topic 20: --, rebel, kurd, kurdish, hpg 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 141 (approx. per word bound = -3.911, relative change = 6.051e-05) 
## ....................................................................................................
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## Completing Iteration 142 (approx. per word bound = -3.911, relative change = 6.078e-05) 
## ....................................................................................................
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## Completing Iteration 143 (approx. per word bound = -3.911, relative change = 6.314e-05) 
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## Completing Iteration 144 (approx. per word bound = -3.910, relative change = 7.070e-05) 
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## Completing Iteration 145 (approx. per word bound = -3.910, relative change = 8.491e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, turk, kurd, focus-turk 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: forc, turkish, two, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: say, turkey, kurdish, conflict, militari 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, european, two, turkey 
##  Topic 9: r, kill, kurd, troop, eight 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, strike 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: kill, kurdish, milit, --, turkish 
##  Topic 17: turkey, kurdish, violenc, die, kill 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, terrorist, kill, apr 
##  Topic 20: --, rebel, kurd, kurdish, hpg 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 146 (approx. per word bound = -3.910, relative change = 1.074e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
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## Completing Iteration 147 (approx. per word bound = -3.909, relative change = 1.142e-04) 
## ....................................................................................................
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## Completing Iteration 148 (approx. per word bound = -3.909, relative change = 1.199e-04) 
## ....................................................................................................
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## Completing Iteration 149 (approx. per word bound = -3.908, relative change = 1.100e-04) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
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## Completing Iteration 150 (approx. per word bound = -3.908, relative change = 9.638e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, turk, kurd, militia 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: forc, turkish, two, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: say, turkey, kurdish, conflict, kurd 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, european, two, turkey 
##  Topic 9: r, kill, kurd, troop, eight 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, strike 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: kill, kurdish, milit, --, turkish 
##  Topic 17: turkey, kurdish, violenc, die, kill 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, terrorist, kill, oper 
##  Topic 20: --, rebel, kurd, kurdish, hpg 
## ....................................................................................................
## Completed E-Step (1 seconds). 
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## Completing Iteration 151 (approx. per word bound = -3.908, relative change = 8.252e-05) 
## ....................................................................................................
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## Completing Iteration 152 (approx. per word bound = -3.907, relative change = 7.227e-05) 
## ....................................................................................................
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## Completing Iteration 153 (approx. per word bound = -3.907, relative change = 6.212e-05) 
## ....................................................................................................
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## Completing Iteration 154 (approx. per word bound = -3.907, relative change = 5.783e-05) 
## ....................................................................................................
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## Completing Iteration 155 (approx. per word bound = -3.907, relative change = 5.921e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, turk, kurd, militia 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: forc, turkish, two, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: say, turkey, kurdish, conflict, kurd 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, european, two, turkey 
##  Topic 9: r, kill, kurd, troop, eight 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, strike 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: kill, kurdish, --, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, kill 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, terrorist, kill, oper 
##  Topic 20: --, rebel, kurd, kurdish, hpg 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 156 (approx. per word bound = -3.906, relative change = 6.295e-05) 
## ....................................................................................................
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## Completing Iteration 157 (approx. per word bound = -3.906, relative change = 7.377e-05) 
## ....................................................................................................
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## Completing Iteration 158 (approx. per word bound = -3.906, relative change = 7.290e-05) 
## ....................................................................................................
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## Completing Iteration 159 (approx. per word bound = -3.906, relative change = 6.752e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 160 (approx. per word bound = -3.905, relative change = 6.935e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, turk, kurd, militia 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: forc, turkish, two, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: say, turkey, kurdish, kurd, conflict 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, european, two, turkey 
##  Topic 9: r, kill, kurd, troop, seven 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, strike 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: kill, kurdish, --, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, kill 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, terrorist, kill, oper 
##  Topic 20: --, rebel, kurd, kurdish, hpg 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 161 (approx. per word bound = -3.905, relative change = 6.951e-05) 
## ....................................................................................................
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## Completing Iteration 162 (approx. per word bound = -3.905, relative change = 5.821e-05) 
## ....................................................................................................
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## Completing Iteration 163 (approx. per word bound = -3.905, relative change = 5.824e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 164 (approx. per word bound = -3.904, relative change = 6.270e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 165 (approx. per word bound = -3.904, relative change = 6.925e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, turk, kurd, militia 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: forc, turkish, two, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, conflict 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, european, turkey, two 
##  Topic 9: r, kill, kurd, troop, seven 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, strike 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: kill, kurdish, --, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, kill 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, terrorist, kill, oper 
##  Topic 20: --, rebel, kurd, kurdish, hpg 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 166 (approx. per word bound = -3.904, relative change = 8.411e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 167 (approx. per word bound = -3.903, relative change = 8.755e-05) 
## ....................................................................................................
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## Completing Iteration 168 (approx. per word bound = -3.903, relative change = 8.262e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 169 (approx. per word bound = -3.903, relative change = 7.690e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 170 (approx. per word bound = -3.903, relative change = 5.571e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, turk, kurd, militia 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: forc, turkish, two, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, conflict 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, european, turkey, two 
##  Topic 9: r, kill, kurd, troop, seven 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, strike 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: kurdish, kill, --, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, kill 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, terrorist, kill, oper 
##  Topic 20: --, rebel, kurd, kurdish, hpg 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 171 (approx. per word bound = -3.902, relative change = 4.730e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
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## Completing Iteration 172 (approx. per word bound = -3.902, relative change = 4.246e-05) 
## ....................................................................................................
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## Completing Iteration 173 (approx. per word bound = -3.902, relative change = 3.967e-05) 
## ....................................................................................................
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## Completing Iteration 174 (approx. per word bound = -3.902, relative change = 4.027e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 175 (approx. per word bound = -3.902, relative change = 4.603e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, turk, kurd, militia 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: forc, turkish, two, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, conflict 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, european, turkey, two 
##  Topic 9: r, kill, kurd, troop, seven 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, strike 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: kurdish, kill, --, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, terrorist, kill, oper 
##  Topic 20: --, rebel, kurd, kurdish, say 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 176 (approx. per word bound = -3.901, relative change = 5.731e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 177 (approx. per word bound = -3.901, relative change = 4.336e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
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## Completing Iteration 178 (approx. per word bound = -3.901, relative change = 3.713e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 179 (approx. per word bound = -3.901, relative change = 4.013e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 180 (approx. per word bound = -3.901, relative change = 4.623e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, turk, kurd, militia 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: forc, turkish, two, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, conflict 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, european, turkey, two 
##  Topic 9: r, kill, kurd, troop, seven 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, member, eur, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, strike 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: kurdish, kill, --, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, terrorist, kill, oper 
##  Topic 20: --, rebel, kurd, kurdish, say 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 181 (approx. per word bound = -3.901, relative change = 5.147e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
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## Completing Iteration 182 (approx. per word bound = -3.900, relative change = 5.456e-05) 
## ....................................................................................................
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## Completing Iteration 183 (approx. per word bound = -3.900, relative change = 6.465e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
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## Completing Iteration 184 (approx. per word bound = -3.900, relative change = 4.373e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 185 (approx. per word bound = -3.900, relative change = 3.717e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, turk, kurd, militia 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: forc, turkish, two, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, conflict 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, seven 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, strike 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: kurdish, kill, --, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, terrorist, kill, forc 
##  Topic 20: --, rebel, kurd, say, kurdish 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 186 (approx. per word bound = -3.900, relative change = 3.897e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 187 (approx. per word bound = -3.899, relative change = 4.712e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 188 (approx. per word bound = -3.899, relative change = 5.038e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 189 (approx. per word bound = -3.899, relative change = 4.479e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 190 (approx. per word bound = -3.899, relative change = 3.673e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, turk, kurd, militia 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: turkish, forc, two, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, conflict 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, seven 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, strike 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, terrorist, kill, forc 
##  Topic 20: --, rebel, kurd, say, kurdish 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 191 (approx. per word bound = -3.899, relative change = 3.127e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 192 (approx. per word bound = -3.899, relative change = 2.802e-05) 
## ....................................................................................................
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## Completing Iteration 193 (approx. per word bound = -3.899, relative change = 2.711e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 194 (approx. per word bound = -3.899, relative change = 2.704e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 195 (approx. per word bound = -3.898, relative change = 2.847e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, turk, kurd, militia 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: turkish, forc, two, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, conflict 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, seven 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, strike 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, terrorist, kill, forc 
##  Topic 20: --, rebel, say, kurd, kurdish 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 196 (approx. per word bound = -3.898, relative change = 2.692e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 197 (approx. per word bound = -3.898, relative change = 2.361e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
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## Completing Iteration 198 (approx. per word bound = -3.898, relative change = 2.197e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
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## Completing Iteration 199 (approx. per word bound = -3.898, relative change = 2.278e-05) 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Completing Iteration 200 (approx. per word bound = -3.898, relative change = 2.498e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, turk, kurd, militia 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, conflict 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, seven 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, strike 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, terrorist, kill, forc 
##  Topic 20: --, rebel, say, kurd, kurdish 
## ....................................................................................................
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## Completing Iteration 201 (approx. per word bound = -3.898, relative change = 2.708e-05) 
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## Completing Iteration 203 (approx. per word bound = -3.898, relative change = 2.499e-05) 
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## Completing Iteration 204 (approx. per word bound = -3.898, relative change = 2.424e-05) 
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## Completing Iteration 205 (approx. per word bound = -3.897, relative change = 2.345e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, turk, kurd, militia 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, conflict 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, seven 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, terörist, etkisiz, hale 
##  Topic 14: --, iraq, turkish, kill, strike 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, terrorist, forc, kill 
##  Topic 20: --, rebel, say, kurd, kurdish 
## ....................................................................................................
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## Completing Iteration 206 (approx. per word bound = -3.897, relative change = 2.525e-05) 
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## Completing Iteration 207 (approx. per word bound = -3.897, relative change = 2.864e-05) 
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## Completing Iteration 208 (approx. per word bound = -3.897, relative change = 3.236e-05) 
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## Completing Iteration 209 (approx. per word bound = -3.897, relative change = 3.530e-05) 
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## Completing Iteration 210 (approx. per word bound = -3.897, relative change = 3.659e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, turk, kurd, militia 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, conflict 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, seven 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, terörist, etkisiz, defens 
##  Topic 14: --, iraq, turkish, kill, strike 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, terrorist, forc, kill 
##  Topic 20: --, rebel, say, kurd, kurdish 
## ....................................................................................................
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## Completing Iteration 211 (approx. per word bound = -3.897, relative change = 3.734e-05) 
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## Completing Iteration 213 (approx. per word bound = -3.896, relative change = 3.826e-05) 
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## Completing Iteration 215 (approx. per word bound = -3.896, relative change = 3.669e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, turk, kurd, militia 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, seven 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, terörist, defens, etkisiz 
##  Topic 14: --, iraq, turkish, kill, strike 
##  Topic 15: soldier, turkish, attack, kill, wound 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, forc, terrorist, kill 
##  Topic 20: --, rebel, say, kurd, kurdish 
## ....................................................................................................
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## Completing Iteration 216 (approx. per word bound = -3.896, relative change = 3.533e-05) 
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## Completing Iteration 217 (approx. per word bound = -3.896, relative change = 3.542e-05) 
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## Completing Iteration 218 (approx. per word bound = -3.896, relative change = 3.700e-05) 
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## Completing Iteration 220 (approx. per word bound = -3.895, relative change = 4.713e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, turk, kurd, militia 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, seven 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, terörist, defens, etkisiz 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, kill, wound 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, forc, terrorist, kill 
##  Topic 20: --, rebel, say, kurd, kurdish 
## ....................................................................................................
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## Completing Iteration 221 (approx. per word bound = -3.895, relative change = 5.319e-05) 
## ....................................................................................................
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## Completing Iteration 222 (approx. per word bound = -3.895, relative change = 5.631e-05) 
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## Completing Iteration 223 (approx. per word bound = -3.895, relative change = 6.166e-05) 
## ....................................................................................................
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## Completing Iteration 224 (approx. per word bound = -3.894, relative change = 6.865e-05) 
## ....................................................................................................
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## Completing Iteration 225 (approx. per word bound = -3.894, relative change = 7.337e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, kurd, turk, militia 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, seven 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, terörist, etkisiz 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, kill, wound 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, forc, terrorist, kill 
##  Topic 20: --, rebel, say, kurd, kurdish 
## ....................................................................................................
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## Completing Iteration 226 (approx. per word bound = -3.894, relative change = 7.195e-05) 
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## Completing Iteration 227 (approx. per word bound = -3.894, relative change = 7.135e-05) 
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## Completing Iteration 228 (approx. per word bound = -3.893, relative change = 6.970e-05) 
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## Completing Iteration 229 (approx. per word bound = -3.893, relative change = 6.874e-05) 
## ....................................................................................................
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## Completing Iteration 230 (approx. per word bound = -3.893, relative change = 6.722e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, kurd, turk, militia 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, seven 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, terörist, etkisiz 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, kill, three 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, forc, terrorist, kill 
##  Topic 20: --, say, rebel, kurd, kurdish 
## ....................................................................................................
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## Completing Iteration 231 (approx. per word bound = -3.893, relative change = 6.059e-05) 
## ....................................................................................................
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## Completing Iteration 232 (approx. per word bound = -3.892, relative change = 5.162e-05) 
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## Completing Iteration 233 (approx. per word bound = -3.892, relative change = 4.474e-05) 
## ....................................................................................................
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## Completing Iteration 234 (approx. per word bound = -3.892, relative change = 3.997e-05) 
## ....................................................................................................
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## Completing Iteration 235 (approx. per word bound = -3.892, relative change = 3.518e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, kurd, militia, focus-turk 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, seven 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, terörist, etkisiz 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, kill, three 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, forc, terrorist, kill 
##  Topic 20: --, say, rebel, kurd, kurdish 
## ....................................................................................................
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## Completing Iteration 236 (approx. per word bound = -3.892, relative change = 3.438e-05) 
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## Completing Iteration 237 (approx. per word bound = -3.892, relative change = 2.269e-05) 
## ....................................................................................................
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## Completing Iteration 238 (approx. per word bound = -3.892, relative change = 3.066e-05) 
## ....................................................................................................
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## Completing Iteration 239 (approx. per word bound = -3.891, relative change = 2.934e-05) 
## ....................................................................................................
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## Completing Iteration 240 (approx. per word bound = -3.891, relative change = 2.390e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, kurd, militia, focus-turk 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, seven 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, terörist, etkisiz 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, three, kill 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, forc, terrorist, kill 
##  Topic 20: --, say, rebel, kurd, kurdish 
## ....................................................................................................
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## Completing Iteration 241 (approx. per word bound = -3.891, relative change = 2.047e-05) 
## ....................................................................................................
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## Completing Iteration 242 (approx. per word bound = -3.891, relative change = 1.848e-05) 
## ....................................................................................................
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## Completing Iteration 243 (approx. per word bound = -3.891, relative change = 1.707e-05) 
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## Completing Iteration 244 (approx. per word bound = -3.891, relative change = 1.651e-05) 
## ....................................................................................................
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## Completing Iteration 245 (approx. per word bound = -3.891, relative change = 1.673e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, kurd, militia, focus-turk 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, seven 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, terörist, etkisiz 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, three, kill 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, forc, terrorist, kill 
##  Topic 20: --, say, rebel, kurd, kurdish 
## ....................................................................................................
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## Completing Iteration 246 (approx. per word bound = -3.891, relative change = 1.839e-05) 
## ....................................................................................................
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## Completing Iteration 247 (approx. per word bound = -3.891, relative change = 2.008e-05) 
## ....................................................................................................
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## Completing Iteration 248 (approx. per word bound = -3.891, relative change = 2.334e-05) 
## ....................................................................................................
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## Completing Iteration 249 (approx. per word bound = -3.891, relative change = 2.611e-05) 
## ....................................................................................................
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## Completing Iteration 250 (approx. per word bound = -3.891, relative change = 2.439e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, kurd, militia, focus-turk 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, rebel 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, terörist, etkisiz 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, three, kill 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, forc, terrorist, kill 
##  Topic 20: --, say, rebel, kurd, kurdish 
## ....................................................................................................
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## Completing Iteration 251 (approx. per word bound = -3.890, relative change = 1.910e-05) 
## ....................................................................................................
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## Completing Iteration 252 (approx. per word bound = -3.890, relative change = 1.510e-05) 
## ....................................................................................................
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## Completing Iteration 253 (approx. per word bound = -3.890, relative change = 1.538e-05) 
## ....................................................................................................
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## Completing Iteration 254 (approx. per word bound = -3.890, relative change = 1.782e-05) 
## ....................................................................................................
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## Completing Iteration 255 (approx. per word bound = -3.890, relative change = 1.908e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, kurd, militia, focus-turk 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, rebel 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, terörist, etkisiz 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, three, kill 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, forc, terrorist, kill 
##  Topic 20: --, say, rebel, kurd, kurdish 
## ....................................................................................................
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## Completing Iteration 256 (approx. per word bound = -3.890, relative change = 1.271e-05) 
## ....................................................................................................
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## Completing Iteration 257 (approx. per word bound = -3.890, relative change = 1.172e-05) 
## ....................................................................................................
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## Completing Iteration 258 (approx. per word bound = -3.890, relative change = 1.242e-05) 
## ....................................................................................................
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## Completing Iteration 259 (approx. per word bound = -3.890, relative change = 1.210e-05) 
## ....................................................................................................
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## Completing Iteration 260 (approx. per word bound = -3.890, relative change = 1.184e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, kurd, militia, focus-turk 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, rebel 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, terörist, etkisiz 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, three, kill 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, forc, terrorist, kill 
##  Topic 20: --, say, rebel, kurd, kurdish 
## ....................................................................................................
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## Completing Iteration 261 (approx. per word bound = -3.890, relative change = 1.222e-05) 
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## Completing Iteration 265 (approx. per word bound = -3.890, relative change = 1.300e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, kurd, militia, focus-turk 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, rebel 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, terörist, etkisiz 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, three, kill 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, forc, terrorist, kill 
##  Topic 20: --, say, rebel, kurd, kurdish 
## ....................................................................................................
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## Completing Iteration 266 (approx. per word bound = -3.890, relative change = 1.263e-05) 
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## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, kurd, militia, focus-turk 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, rebel 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, terörist, etkisiz 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, three, kill 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, forc, terrorist, kill 
##  Topic 20: --, say, rebel, kurd, kurdish 
## ....................................................................................................
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## Completing Iteration 271 (approx. per word bound = -3.889, relative change = 1.228e-05) 
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## Completing Iteration 275 (approx. per word bound = -3.889, relative change = 1.373e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, kurd, militia, focus-turk 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, rebel 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, terörist, etkisiz 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, three, kill 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, forc, terrorist, kill 
##  Topic 20: --, say, rebel, kurd, european 
## ....................................................................................................
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## Completing Iteration 280 (approx. per word bound = -3.889, relative change = 1.469e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, kurd, militia, focus-turk 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, rebel 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, terörist, forc 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, three, kill 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, forc, terrorist, kill 
##  Topic 20: --, say, rebel, european, kurd 
## ....................................................................................................
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## Completing Iteration 285 (approx. per word bound = -3.888, relative change = 2.730e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, kurd, militia, focus-turk 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, rebel 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, terörist, forc 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, three, kill 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, forc, terrorist, kill 
##  Topic 20: --, say, rebel, european, kurd 
## ....................................................................................................
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## Completing Iteration 286 (approx. per word bound = -3.888, relative change = 2.146e-05) 
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## Completing Iteration 290 (approx. per word bound = -3.888, relative change = 1.625e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, kurd, militia, fresh 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, rebel 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, terörist, forc 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, three, kill 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, forc, terrorist, kill 
##  Topic 20: --, say, rebel, european, kurdish 
## ....................................................................................................
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## Completing Iteration 291 (approx. per word bound = -3.888, relative change = 1.552e-05) 
## ....................................................................................................
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## Completing Iteration 292 (approx. per word bound = -3.888, relative change = 1.717e-05) 
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## Completing Iteration 295 (approx. per word bound = -3.888, relative change = 1.710e-05) 
## Topic 1: turkish, kill, soldier, three, london 
##  Topic 2: rebel, troop, kurd, fresh, militia 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, turkey, near, civilian, border 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, rebel 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, terörist, forc 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, three, kill 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, anatolia, forc, terrorist, kill 
##  Topic 20: --, say, rebel, european, kurdish 
## ....................................................................................................
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## Completing Iteration 296 (approx. per word bound = -3.888, relative change = 1.830e-05) 
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## Completing Iteration 297 (approx. per word bound = -3.888, relative change = 1.920e-05) 
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## Completing Iteration 298 (approx. per word bound = -3.887, relative change = 1.322e-05) 
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## Completing Iteration 299 (approx. per word bound = -3.887, relative change = 1.228e-05) 
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## Completing Iteration 300 (approx. per word bound = -3.887, relative change = 1.405e-05) 
## Topic 1: turkish, kill, soldier, three, day 
##  Topic 2: rebel, troop, kurd, fresh, militia 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, near, turkey, civilian, border 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, rebel 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, terörist, forc 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, three, kill 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, forc, anatolia, terrorist, kill 
##  Topic 20: --, say, rebel, european, kurd 
## ....................................................................................................
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## Completing Iteration 301 (approx. per word bound = -3.887, relative change = 1.448e-05) 
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## Completing Iteration 303 (approx. per word bound = -3.887, relative change = 1.710e-05) 
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## Completing Iteration 305 (approx. per word bound = -3.887, relative change = 1.529e-05) 
## Topic 1: turkish, kill, soldier, three, day 
##  Topic 2: rebel, troop, kurd, fresh, militia 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, near, turkey, civilian, border 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, rebel 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, terörist, forc 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, three, kill 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, forc, anatolia, terrorist, kill 
##  Topic 20: --, say, rebel, european, kurd 
## ....................................................................................................
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## Completing Iteration 306 (approx. per word bound = -3.887, relative change = 1.329e-05) 
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## Completing Iteration 307 (approx. per word bound = -3.887, relative change = 1.395e-05) 
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## Completing Iteration 308 (approx. per word bound = -3.887, relative change = 1.430e-05) 
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## Completing Iteration 309 (approx. per word bound = -3.887, relative change = 1.354e-05) 
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## Completing Iteration 310 (approx. per word bound = -3.887, relative change = 1.393e-05) 
## Topic 1: turkish, kill, soldier, three, day 
##  Topic 2: rebel, troop, kurd, fresh, militia 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, near, turkey, civilian, border 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, rebel 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, terörist, forc 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, three, kill 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, forc, anatolia, terrorist, kill 
##  Topic 20: --, say, rebel, european, kurd 
## ....................................................................................................
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## Completing Iteration 311 (approx. per word bound = -3.887, relative change = 1.584e-05) 
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## Completing Iteration 313 (approx. per word bound = -3.887, relative change = 2.920e-05) 
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## Completing Iteration 314 (approx. per word bound = -3.886, relative change = 3.907e-05) 
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## Completing Iteration 315 (approx. per word bound = -3.886, relative change = 4.404e-05) 
## Topic 1: turkish, kill, soldier, three, day 
##  Topic 2: rebel, troop, kurd, fresh, militia 
##  Topic 3: --, peopl, ÅŸehit, anadolu, rudaw 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, near, civilian, turkey, border 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, rebel 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, forc, terörist 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, three, kill 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, forc, anatolia, terrorist, kill 
##  Topic 20: --, say, rebel, european, kurdish 
## ....................................................................................................
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## Completing Iteration 316 (approx. per word bound = -3.886, relative change = 3.964e-05) 
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## Completing Iteration 317 (approx. per word bound = -3.886, relative change = 3.138e-05) 
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## Completing Iteration 318 (approx. per word bound = -3.886, relative change = 2.639e-05) 
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## Completing Iteration 319 (approx. per word bound = -3.886, relative change = 2.391e-05) 
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## Completing Iteration 320 (approx. per word bound = -3.886, relative change = 2.256e-05) 
## Topic 1: turkish, kill, soldier, three, day 
##  Topic 2: rebel, troop, kurd, fresh, militia 
##  Topic 3: --, peopl, ÅŸehit, anadolu, terrorist 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, near, civilian, turkey, border 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, rebel 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, forc, terörist 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, three, kill 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, forc, anatolia, terrorist, kill 
##  Topic 20: --, say, rebel, european, kurdish 
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## Completing Iteration 325 (approx. per word bound = -3.885, relative change = 1.326e-05) 
## Topic 1: turkish, kill, soldier, three, day 
##  Topic 2: rebel, troop, kurd, fresh, militia 
##  Topic 3: --, peopl, ÅŸehit, terrorist, anadolu 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, near, civilian, border, offici 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, rebel 
##  Topic 10: clash, six, one, offic, separatist 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, forc, terörist 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, kill, three 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, forc, anatolia, terrorist, kill 
##  Topic 20: --, say, rebel, european, kurdish 
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## Topic 1: turkish, kill, soldier, three, day 
##  Topic 2: rebel, troop, kurd, fresh, militia 
##  Topic 3: --, peopl, ÅŸehit, terrorist, anadolu 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, near, civilian, border, offici 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, rebel 
##  Topic 10: clash, six, one, separatist, offic 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, forc, terörist 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, kill, three 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, forc, anatolia, terrorist, kill 
##  Topic 20: --, say, rebel, european, kurdish 
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## Topic 1: turkish, kill, soldier, three, day 
##  Topic 2: rebel, troop, kurd, fresh, militia 
##  Topic 3: --, peopl, ÅŸehit, terrorist, anadolu 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, near, civilian, border, offici 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, rebel 
##  Topic 10: clash, six, one, separatist, offic 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, forc, terörist 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, kill, three 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, forc, anatolia, terrorist, kill 
##  Topic 20: --, say, rebel, european, kurdish 
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## Completing Iteration 340 (approx. per word bound = -3.884, relative change = 1.377e-05) 
## Topic 1: turkish, kill, soldier, three, day 
##  Topic 2: rebel, troop, kurd, fresh, militia 
##  Topic 3: --, peopl, ÅŸehit, terrorist, anadolu 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, near, civilian, border, offici 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, rebel 
##  Topic 10: clash, six, one, separatist, offic 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, forc, terörist 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, kill, three 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, forc, anatolia, terrorist, kill 
##  Topic 20: --, say, rebel, european, kurdish 
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## Completing Iteration 345 (approx. per word bound = -3.884, relative change = 1.354e-05) 
## Topic 1: turkish, kill, soldier, three, day 
##  Topic 2: rebel, troop, kurd, fresh, militia 
##  Topic 3: --, peopl, ÅŸehit, terrorist, anadolu 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, near, civilian, border, offici 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, rebel 
##  Topic 10: clash, six, one, separatist, offic 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, forc, terörist 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, kill, three 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, forc, anatolia, terrorist, kill 
##  Topic 20: --, say, rebel, european, kurdish 
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## Completing Iteration 346 (approx. per word bound = -3.884, relative change = 1.154e-05) 
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## Completing Iteration 350 (approx. per word bound = -3.883, relative change = 9.638e-05) 
## Topic 1: turkish, kill, soldier, three, day 
##  Topic 2: rebel, troop, kurd, fresh, militia 
##  Topic 3: --, peopl, ÅŸehit, terrorist, anadolu 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, near, civilian, border, offici 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, rebel 
##  Topic 10: clash, six, one, separatist, offic 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, forc, terörist 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, kill, three 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, forc, anatolia, terrorist, kill 
##  Topic 20: --, say, rebel, european, kurdish 
## ....................................................................................................
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## Completing Iteration 351 (approx. per word bound = -3.883, relative change = 3.854e-05) 
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## Completing Iteration 355 (approx. per word bound = -3.883, relative change = 1.574e-05) 
## Topic 1: turkish, kill, soldier, three, day 
##  Topic 2: rebel, troop, kurd, fresh, militia 
##  Topic 3: --, peopl, ÅŸehit, terrorist, anadolu 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, near, civilian, border, offici 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, rebel 
##  Topic 10: clash, six, one, separatist, offic 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, forc, terörist 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, kill, three 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, forc, anatolia, terrorist, kill 
##  Topic 20: --, say, european, rebel, kurdish 
## ....................................................................................................
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## Completing Iteration 356 (approx. per word bound = -3.883, relative change = 1.879e-05) 
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## Completing Iteration 360 (approx. per word bound = -3.883, relative change = 1.846e-05) 
## Topic 1: turkish, kill, soldier, three, day 
##  Topic 2: rebel, troop, kurd, fresh, militia 
##  Topic 3: --, peopl, ÅŸehit, terrorist, anadolu 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, near, civilian, border, offici 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, rebel 
##  Topic 10: clash, six, one, separatist, offic 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, forc, terörist 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, kill, three 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, forc, anatolia, terrorist, kill 
##  Topic 20: --, say, european, rebel, kurdish 
## ....................................................................................................
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## Completing Iteration 361 (approx. per word bound = -3.882, relative change = 1.564e-05) 
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## Completing Iteration 365 (approx. per word bound = -3.882, relative change = 1.646e-05) 
## Topic 1: turkish, kill, soldier, three, day 
##  Topic 2: rebel, troop, kurd, fresh, militia 
##  Topic 3: --, peopl, ÅŸehit, terrorist, anadolu 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, near, civilian, border, offici 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, rebel 
##  Topic 10: clash, six, one, separatist, offic 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, forc, terörist 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, kill, three 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, forc, anatolia, terrorist, kill 
##  Topic 20: --, say, european, rebel, kurdish 
## ....................................................................................................
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## Completing Iteration 366 (approx. per word bound = -3.882, relative change = 1.841e-05) 
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## Completing Iteration 367 (approx. per word bound = -3.882, relative change = 2.566e-05) 
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## Completing Iteration 368 (approx. per word bound = -3.882, relative change = 2.999e-05) 
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## Completing Iteration 369 (approx. per word bound = -3.882, relative change = 2.669e-05) 
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## Completing Iteration 370 (approx. per word bound = -3.882, relative change = 2.443e-05) 
## Topic 1: turkish, kill, soldier, three, day 
##  Topic 2: rebel, troop, kurd, fresh, militia 
##  Topic 3: --, peopl, ÅŸehit, terrorist, anadolu 
##  Topic 4: turkish, two, forc, roj, copenhagen-bas 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, kill 
##  Topic 7: pkk, near, civilian, border, offici 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, rebel 
##  Topic 10: clash, six, one, separatist, offic 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, forc, terörist 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, kill, three 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, forc, anatolia, terrorist, kill 
##  Topic 20: --, say, european, rebel, kurdish 
## ....................................................................................................
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## Completing Iteration 371 (approx. per word bound = -3.882, relative change = 2.449e-05) 
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## Completing Iteration 375 (approx. per word bound = -3.880, relative change = 1.888e-04) 
## Topic 1: turkish, kill, soldier, three, day 
##  Topic 2: rebel, troop, kurd, fresh, militia 
##  Topic 3: --, peopl, ÅŸehit, terrorist, anadolu 
##  Topic 4: turkish, two, forc, roj, kill 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, conflict 
##  Topic 7: pkk, near, civilian, border, offici 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, rebel 
##  Topic 10: clash, six, one, separatist, offic 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, forc, terörist 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, kill, three 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, forc, anatolia, terrorist, kill 
##  Topic 20: --, say, european, rebel, kurdish 
## ....................................................................................................
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## Completing Iteration 376 (approx. per word bound = -3.880, relative change = 2.881e-05) 
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## Completing Iteration 377 (approx. per word bound = -3.880, relative change = 2.630e-05) 
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## Completing Iteration 379 (approx. per word bound = -3.880, relative change = 3.342e-05) 
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## Completing Iteration 380 (approx. per word bound = -3.880, relative change = 4.870e-05) 
## Topic 1: turkish, kill, soldier, three, day 
##  Topic 2: rebel, troop, kurd, fresh, militia 
##  Topic 3: --, peopl, ÅŸehit, terrorist, anadolu 
##  Topic 4: turkish, two, forc, roj, kill 
##  Topic 5: ankara, kill, turkish, terrorist, f 
##  Topic 6: turkey, say, kurdish, kurd, conflict 
##  Topic 7: pkk, near, civilian, border, offici 
##  Topic 8: --, kill, turkey, european, two 
##  Topic 9: r, kill, kurd, troop, rebel 
##  Topic 10: clash, six, one, separatist, offic 
##  Topic 11: captur, eur, member, villag, guard 
##  Topic 12: forc, defens, --, people’, view 
##  Topic 13: --, peopl, defens, forc, terörist 
##  Topic 14: iraq, --, turkish, kill, strike 
##  Topic 15: soldier, attack, turkish, kill, three 
##  Topic 16: kurdish, --, kill, milit, turkish 
##  Topic 17: turkey, kurdish, violenc, die, eight 
##  Topic 18: four, dead, nine, fight, leav 
##  Topic 19: secur, forc, anatolia, terrorist, kill 
##  Topic 20: --, say, european, rebel, kurdish 
## ....................................................................................................
## Completed E-Step (1 seconds). 
## Completed M-Step. 
## Model Converged
## [1] "check plot"
## AQAP: expectation is that three is more ideal
sk.aqap <- group.searchK(groupID= "-aqap",
                         data=ged.aqap,
                         kmax=20)
## [1] 916  49
## Warning: 'dfm.corpus()' is deprecated. Use 'tokens()' first.
## Warning: min_nchar, ngrams arguments are not used.
## Warning: '...' should not be used for tokens() arguments; use 'tokens()' first.
## Warning: min_nchar, ngrams arguments are not used.

## Warning: min_nchar, ngrams arguments are not used.
## Warning: 'remove' is deprecated; use dfm_remove() instead
## Warning: 'stem' is deprecated; use dfm_wordstem() instead
## Warning in stm(documents = heldout$documents, vocab = heldout$vocab, K = k, :
## K=2 is equivalent to a unidimensional scaling model which you may prefer.
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ..
##   Recovering initialization...
##      ......
## Initialization complete.
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.367) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ...
##   Recovering initialization...
##      ......
## Initialization complete.
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.601) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.441, relative change = 3.478e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 3 (approx. per word bound = -4.403, relative change = 8.553e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 4 (approx. per word bound = -4.387, relative change = 3.557e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.379, relative change = 1.845e-03) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: milit, armi, middl, offic, strike 
##  Topic 3: soldier, yemeni, offici, aden, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.374, relative change = 1.104e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.371, relative change = 7.282e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.369, relative change = 5.165e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 9 (approx. per word bound = -4.367, relative change = 3.844e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.366, relative change = 2.970e-04) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: milit, armi, middl, drone, offic 
##  Topic 3: soldier, yemeni, offici, aden, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.365, relative change = 2.373e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.364, relative change = 1.932e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.363, relative change = 1.591e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.363, relative change = 1.330e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.362, relative change = 1.140e-04) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: milit, armi, middl, drone, offic 
##  Topic 3: soldier, yemeni, offici, aden, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.362, relative change = 1.004e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -4.362, relative change = 8.995e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -4.361, relative change = 7.984e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -4.361, relative change = 6.987e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.361, relative change = 6.184e-05) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: milit, armi, middl, drone, offic 
##  Topic 3: soldier, yemeni, offici, aden, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.360, relative change = 5.608e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -4.360, relative change = 5.210e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -4.360, relative change = 4.878e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -4.360, relative change = 4.625e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -4.360, relative change = 4.424e-05) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: milit, armi, middl, drone, offic 
##  Topic 3: soldier, yemeni, offici, aden, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -4.359, relative change = 4.300e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -4.359, relative change = 4.226e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 28 (approx. per word bound = -4.359, relative change = 4.178e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -4.359, relative change = 4.148e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -4.359, relative change = 4.155e-05) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: milit, armi, middl, drone, offic 
##  Topic 3: soldier, yemeni, offici, aden, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -4.358, relative change = 4.223e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -4.358, relative change = 4.343e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -4.358, relative change = 4.477e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -4.358, relative change = 4.507e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -4.358, relative change = 4.405e-05) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: milit, armi, middl, drone, offic 
##  Topic 3: soldier, yemeni, offici, aden, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -4.357, relative change = 4.251e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -4.357, relative change = 4.108e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 38 (approx. per word bound = -4.357, relative change = 3.999e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -4.357, relative change = 3.922e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -4.357, relative change = 3.875e-05) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: milit, armi, middl, drone, offic 
##  Topic 3: soldier, yemeni, offici, aden, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -4.357, relative change = 3.863e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -4.356, relative change = 3.896e-05) 
## .....................................................................................................
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## Completing Iteration 43 (approx. per word bound = -4.356, relative change = 3.964e-05) 
## .....................................................................................................
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## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -4.356, relative change = 4.031e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -4.356, relative change = 4.070e-05) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: milit, armi, middl, drone, offic 
##  Topic 3: soldier, yemeni, offici, aden, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -4.356, relative change = 4.057e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -4.356, relative change = 4.016e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -4.355, relative change = 3.965e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -4.355, relative change = 3.901e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -4.355, relative change = 3.829e-05) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: milit, armi, middl, drone, offic 
##  Topic 3: soldier, yemeni, offici, aden, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -4.355, relative change = 3.760e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 52 (approx. per word bound = -4.355, relative change = 3.711e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 53 (approx. per word bound = -4.355, relative change = 3.688e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 54 (approx. per word bound = -4.354, relative change = 3.687e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -4.354, relative change = 3.690e-05) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: milit, armi, middl, drone, offic 
##  Topic 3: soldier, yemeni, offici, aden, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -4.354, relative change = 3.698e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 57 (approx. per word bound = -4.354, relative change = 3.708e-05) 
## .....................................................................................................
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## Completing Iteration 58 (approx. per word bound = -4.354, relative change = 3.730e-05) 
## .....................................................................................................
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## Completing Iteration 59 (approx. per word bound = -4.354, relative change = 3.775e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 60 (approx. per word bound = -4.353, relative change = 3.845e-05) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: milit, armi, middl, drone, offic 
##  Topic 3: soldier, yemeni, offici, aden, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 61 (approx. per word bound = -4.353, relative change = 3.954e-05) 
## .....................................................................................................
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## Completing Iteration 62 (approx. per word bound = -4.353, relative change = 4.090e-05) 
## .....................................................................................................
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## Completing Iteration 63 (approx. per word bound = -4.353, relative change = 4.256e-05) 
## .....................................................................................................
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## Completed M-Step. 
## Completing Iteration 64 (approx. per word bound = -4.353, relative change = 4.445e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 65 (approx. per word bound = -4.352, relative change = 4.649e-05) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: milit, armi, middl, drone, offic 
##  Topic 3: soldier, yemeni, offici, aden, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 66 (approx. per word bound = -4.352, relative change = 4.875e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 67 (approx. per word bound = -4.352, relative change = 5.104e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 68 (approx. per word bound = -4.352, relative change = 5.334e-05) 
## .....................................................................................................
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## Completing Iteration 69 (approx. per word bound = -4.352, relative change = 5.584e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 70 (approx. per word bound = -4.351, relative change = 5.911e-05) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: milit, armi, middl, drone, offic 
##  Topic 3: soldier, yemeni, offici, aden, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 71 (approx. per word bound = -4.351, relative change = 6.351e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 72 (approx. per word bound = -4.351, relative change = 6.913e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 73 (approx. per word bound = -4.350, relative change = 7.587e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 74 (approx. per word bound = -4.350, relative change = 8.329e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 75 (approx. per word bound = -4.350, relative change = 9.056e-05) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: milit, armi, middl, drone, offic 
##  Topic 3: soldier, yemeni, offici, aden, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 76 (approx. per word bound = -4.349, relative change = 9.659e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 77 (approx. per word bound = -4.349, relative change = 1.005e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 78 (approx. per word bound = -4.348, relative change = 1.018e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 79 (approx. per word bound = -4.348, relative change = 1.010e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 80 (approx. per word bound = -4.347, relative change = 9.806e-05) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: milit, armi, middl, drone, offic 
##  Topic 3: soldier, yemeni, offici, aden, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 81 (approx. per word bound = -4.347, relative change = 9.141e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 82 (approx. per word bound = -4.347, relative change = 8.175e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 83 (approx. per word bound = -4.346, relative change = 7.315e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 84 (approx. per word bound = -4.346, relative change = 6.865e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 85 (approx. per word bound = -4.346, relative change = 6.856e-05) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: milit, armi, middl, drone, offic 
##  Topic 3: soldier, yemeni, offici, aden, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 86 (approx. per word bound = -4.346, relative change = 7.222e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 87 (approx. per word bound = -4.345, relative change = 7.937e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 88 (approx. per word bound = -4.345, relative change = 9.105e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 89 (approx. per word bound = -4.344, relative change = 1.103e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 90 (approx. per word bound = -4.344, relative change = 1.419e-04) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: milit, armi, middl, drone, offic 
##  Topic 3: soldier, yemeni, offici, aden, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 91 (approx. per word bound = -4.343, relative change = 1.920e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 92 (approx. per word bound = -4.342, relative change = 2.645e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 93 (approx. per word bound = -4.340, relative change = 3.536e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 94 (approx. per word bound = -4.338, relative change = 4.323e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 95 (approx. per word bound = -4.336, relative change = 4.554e-04) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: milit, armi, middl, drone, offic 
##  Topic 3: soldier, yemeni, offici, al-qa'idah, troop 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 96 (approx. per word bound = -4.335, relative change = 4.049e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 97 (approx. per word bound = -4.333, relative change = 3.244e-04) 
## .....................................................................................................
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## Completing Iteration 98 (approx. per word bound = -4.332, relative change = 2.576e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 99 (approx. per word bound = -4.331, relative change = 2.130e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 100 (approx. per word bound = -4.330, relative change = 1.835e-04) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: milit, armi, middl, drone, offic 
##  Topic 3: soldier, yemeni, offici, al-qa'idah, troop 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 101 (approx. per word bound = -4.330, relative change = 1.624e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 102 (approx. per word bound = -4.329, relative change = 1.473e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 103 (approx. per word bound = -4.328, relative change = 1.388e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 104 (approx. per word bound = -4.328, relative change = 1.376e-04) 
## .....................................................................................................
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## Completing Iteration 105 (approx. per word bound = -4.327, relative change = 1.364e-04) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: milit, armi, middl, drone, offic 
##  Topic 3: soldier, yemeni, offici, al-qa'idah, troop 
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## Topic 1: --, yemen, kill, qaeda, suspect 
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## Topic 1: --, yemen, kill, qaeda, suspect 
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## Topic 1: --, yemen, kill, qaeda, suspect 
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## Topic 1: --, yemen, kill, qaeda, suspect 
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## Topic 1: --, yemen, kill, qaeda, suspect 
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## Topic 1: --, yemen, kill, qaeda, suspect 
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## Topic 1: --, yemen, kill, qaeda, suspect 
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## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: milit, armi, --, drone, gunmen 
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## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: milit, --, armi, drone, gunmen 
##  Topic 3: soldier, yemeni, offici, middl, al-qa'idah 
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## Completing Iteration 155 (approx. per word bound = -4.312, relative change = 5.017e-05) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: milit, --, armi, drone, gunmen 
##  Topic 3: soldier, yemeni, offici, middl, al-qa'idah 
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## Completing Iteration 160 (approx. per word bound = -4.311, relative change = 5.854e-05) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: milit, --, armi, drone, gunmen 
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## Completing Iteration 165 (approx. per word bound = -4.310, relative change = 4.791e-05) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: milit, --, armi, drone, gunmen 
##  Topic 3: soldier, yemeni, offici, middl, attack 
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## Completing Iteration 166 (approx. per word bound = -4.310, relative change = 4.872e-05) 
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## Completing Iteration 167 (approx. per word bound = -4.309, relative change = 5.393e-05) 
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## Completing Iteration 170 (approx. per word bound = -4.308, relative change = 6.884e-05) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: milit, --, armi, kill, gunmen 
##  Topic 3: soldier, yemeni, offici, middl, attack 
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## Completing Iteration 171 (approx. per word bound = -4.308, relative change = 6.498e-05) 
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## Completing Iteration 175 (approx. per word bound = -4.307, relative change = 4.308e-05) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: milit, --, kill, armi, gunmen 
##  Topic 3: soldier, yemeni, offici, attack, middl 
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## Completing Iteration 176 (approx. per word bound = -4.307, relative change = 4.009e-05) 
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## Completing Iteration 177 (approx. per word bound = -4.307, relative change = 3.773e-05) 
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## Completing Iteration 179 (approx. per word bound = -4.307, relative change = 3.394e-05) 
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## Completing Iteration 180 (approx. per word bound = -4.307, relative change = 3.231e-05) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: --, milit, kill, armi, gunmen 
##  Topic 3: soldier, yemeni, offici, attack, middl 
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## Completing Iteration 181 (approx. per word bound = -4.306, relative change = 3.082e-05) 
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## Completing Iteration 182 (approx. per word bound = -4.306, relative change = 2.953e-05) 
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## Completing Iteration 185 (approx. per word bound = -4.306, relative change = 2.682e-05) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: --, kill, milit, armi, gunmen 
##  Topic 3: soldier, yemeni, offici, attack, middl 
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## Completing Iteration 186 (approx. per word bound = -4.306, relative change = 2.653e-05) 
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## Completing Iteration 187 (approx. per word bound = -4.306, relative change = 2.653e-05) 
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## Completing Iteration 188 (approx. per word bound = -4.306, relative change = 2.702e-05) 
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## Completing Iteration 189 (approx. per word bound = -4.305, relative change = 2.781e-05) 
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## Completing Iteration 190 (approx. per word bound = -4.305, relative change = 2.910e-05) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: kill, --, milit, armi, gunmen 
##  Topic 3: soldier, yemeni, offici, attack, middl 
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## Completing Iteration 191 (approx. per word bound = -4.305, relative change = 3.110e-05) 
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## Completing Iteration 193 (approx. per word bound = -4.305, relative change = 3.704e-05) 
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## Completing Iteration 195 (approx. per word bound = -4.305, relative change = 4.914e-05) 
## Topic 1: --, yemen, kill, qaeda, suspect 
##  Topic 2: kill, --, milit, armi, gunmen 
##  Topic 3: soldier, yemeni, offici, attack, middl 
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## Completing Iteration 196 (approx. per word bound = -4.304, relative change = 6.162e-05) 
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## Completing Iteration 199 (approx. per word bound = -4.303, relative change = 6.790e-05) 
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## Completing Iteration 200 (approx. per word bound = -4.303, relative change = 5.906e-05) 
## Topic 1: --, yemen, qaeda, kill, suspect 
##  Topic 2: kill, --, milit, armi, gunmen 
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## Completing Iteration 201 (approx. per word bound = -4.303, relative change = 5.467e-05) 
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## Completing Iteration 205 (approx. per word bound = -4.302, relative change = 4.573e-05) 
## Topic 1: --, yemen, qaeda, kill, suspect 
##  Topic 2: kill, --, milit, armi, gunmen 
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## Completing Iteration 210 (approx. per word bound = -4.301, relative change = 5.279e-05) 
## Topic 1: --, yemen, qaeda, kill, suspect 
##  Topic 2: kill, --, milit, armi, gunmen 
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## Completing Iteration 215 (approx. per word bound = -4.300, relative change = 4.710e-05) 
## Topic 1: --, yemen, qaeda, kill, suspect 
##  Topic 2: kill, --, milit, armi, gunmen 
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## Completing Iteration 216 (approx. per word bound = -4.300, relative change = 4.484e-05) 
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## Topic 1: --, yemen, qaeda, kill, suspect 
##  Topic 2: kill, --, milit, armi, gunmen 
##  Topic 3: soldier, yemeni, attack, offici, middl 
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## Topic 1: --, yemen, qaeda, kill, suspect 
##  Topic 2: kill, --, milit, armi, gunmen 
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## Topic 1: --, yemen, qaeda, kill, suspect 
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## Topic 1: --, yemen, qaeda, kill, suspect 
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## Topic 1: --, yemen, qaeda, kill, suspect 
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## Topic 1: --, yemen, qaeda, kill, suspect 
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## Topic 1: --, yemen, qaeda, kill, suspect 
##  Topic 2: kill, --, milit, yemen, armi 
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## Topic 1: --, yemen, qaeda, kill, suspect 
##  Topic 2: kill, --, yemen, milit, qaeda 
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## Completing Iteration 260 (approx. per word bound = -4.282, relative change = 1.955e-04) 
## Topic 1: --, yemen, qaeda, kill, suspect 
##  Topic 2: kill, --, yemen, qaeda, milit 
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## Completing Iteration 265 (approx. per word bound = -4.278, relative change = 1.789e-04) 
## Topic 1: --, yemen, suspect, kill, qaeda 
##  Topic 2: kill, yemen, --, qaeda, milit 
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## Completing Iteration 270 (approx. per word bound = -4.274, relative change = 2.015e-04) 
## Topic 1: --, yemen, suspect, kill, secur 
##  Topic 2: kill, yemen, --, qaeda, milit 
##  Topic 3: soldier, yemeni, attack, offici, middl 
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## Completing Iteration 275 (approx. per word bound = -4.269, relative change = 2.113e-04) 
## Topic 1: --, yemen, suspect, secur, kill 
##  Topic 2: kill, yemen, --, qaeda, milit 
##  Topic 3: soldier, yemeni, attack, offici, middl 
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## Completing Iteration 280 (approx. per word bound = -4.264, relative change = 2.615e-04) 
## Topic 1: --, yemen, secur, suspect, clash 
##  Topic 2: kill, yemen, --, qaeda, milit 
##  Topic 3: soldier, yemeni, attack, offici, middl 
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## Completing Iteration 281 (approx. per word bound = -4.263, relative change = 2.707e-04) 
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## Completing Iteration 285 (approx. per word bound = -4.258, relative change = 2.909e-04) 
## Topic 1: --, yemen, secur, clash, aden 
##  Topic 2: kill, yemen, --, qaeda, milit 
##  Topic 3: soldier, yemeni, attack, offici, middl 
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## Completing Iteration 290 (approx. per word bound = -4.253, relative change = 2.089e-04) 
## Topic 1: --, secur, clash, yemen, aden 
##  Topic 2: yemen, kill, --, qaeda, milit 
##  Topic 3: soldier, yemeni, attack, offici, -- 
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## Completing Iteration 291 (approx. per word bound = -4.252, relative change = 1.878e-04) 
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## Completing Iteration 295 (approx. per word bound = -4.249, relative change = 1.058e-04) 
## Topic 1: --, secur, clash, aden, yemen 
##  Topic 2: yemen, kill, --, qaeda, milit 
##  Topic 3: soldier, yemeni, attack, --, offici 
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## Completing Iteration 296 (approx. per word bound = -4.249, relative change = 9.009e-05) 
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## Completing Iteration 297 (approx. per word bound = -4.249, relative change = 7.919e-05) 
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## Completing Iteration 298 (approx. per word bound = -4.248, relative change = 7.338e-05) 
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## Completing Iteration 299 (approx. per word bound = -4.248, relative change = 7.435e-05) 
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## Completing Iteration 300 (approx. per word bound = -4.248, relative change = 7.605e-05) 
## Topic 1: --, secur, clash, aden, gulf 
##  Topic 2: yemen, kill, --, qaeda, milit 
##  Topic 3: soldier, yemeni, attack, --, offici 
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## Completing Iteration 301 (approx. per word bound = -4.248, relative change = 6.774e-05) 
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## Completing Iteration 302 (approx. per word bound = -4.247, relative change = 5.974e-05) 
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## Completing Iteration 304 (approx. per word bound = -4.247, relative change = 5.049e-05) 
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## Completing Iteration 305 (approx. per word bound = -4.247, relative change = 4.480e-05) 
## Topic 1: --, secur, clash, aden, gulf 
##  Topic 2: yemen, kill, --, qaeda, milit 
##  Topic 3: soldier, yemeni, attack, --, offici 
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## Completing Iteration 306 (approx. per word bound = -4.246, relative change = 3.895e-05) 
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## Completing Iteration 307 (approx. per word bound = -4.246, relative change = 3.400e-05) 
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## Completing Iteration 308 (approx. per word bound = -4.246, relative change = 3.006e-05) 
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## Completing Iteration 309 (approx. per word bound = -4.246, relative change = 2.766e-05) 
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## Completing Iteration 310 (approx. per word bound = -4.246, relative change = 2.638e-05) 
## Topic 1: --, secur, clash, aden, gulf 
##  Topic 2: yemen, kill, --, qaeda, milit 
##  Topic 3: soldier, yemeni, --, attack, offici 
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## Completing Iteration 311 (approx. per word bound = -4.246, relative change = 2.664e-05) 
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## Completing Iteration 312 (approx. per word bound = -4.246, relative change = 2.824e-05) 
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## Completing Iteration 314 (approx. per word bound = -4.245, relative change = 3.624e-05) 
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## Completing Iteration 315 (approx. per word bound = -4.245, relative change = 4.112e-05) 
## Topic 1: --, secur, clash, aden, gulf 
##  Topic 2: yemen, kill, --, qaeda, milit 
##  Topic 3: soldier, yemeni, --, attack, offici 
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## Completing Iteration 316 (approx. per word bound = -4.245, relative change = 4.490e-05) 
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## Completing Iteration 317 (approx. per word bound = -4.245, relative change = 4.778e-05) 
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## Completing Iteration 318 (approx. per word bound = -4.245, relative change = 5.205e-05) 
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## Completing Iteration 319 (approx. per word bound = -4.244, relative change = 5.847e-05) 
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## Completing Iteration 320 (approx. per word bound = -4.244, relative change = 6.551e-05) 
## Topic 1: --, secur, clash, aden, gulf 
##  Topic 2: yemen, kill, --, qaeda, milit 
##  Topic 3: soldier, yemeni, --, attack, offici 
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## Completing Iteration 321 (approx. per word bound = -4.244, relative change = 6.685e-05) 
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## Completing Iteration 322 (approx. per word bound = -4.244, relative change = 6.232e-05) 
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## Completing Iteration 323 (approx. per word bound = -4.243, relative change = 5.649e-05) 
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## Completing Iteration 324 (approx. per word bound = -4.243, relative change = 5.058e-05) 
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## Completing Iteration 325 (approx. per word bound = -4.243, relative change = 4.386e-05) 
## Topic 1: --, secur, clash, aden, gulf 
##  Topic 2: yemen, kill, --, qaeda, milit 
##  Topic 3: soldier, yemeni, --, attack, offici 
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## Completing Iteration 326 (approx. per word bound = -4.243, relative change = 3.667e-05) 
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## Completing Iteration 327 (approx. per word bound = -4.243, relative change = 2.984e-05) 
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## Completing Iteration 328 (approx. per word bound = -4.243, relative change = 2.400e-05) 
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## Completing Iteration 329 (approx. per word bound = -4.242, relative change = 1.917e-05) 
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## Completing Iteration 330 (approx. per word bound = -4.242, relative change = 1.553e-05) 
## Topic 1: --, secur, clash, aden, gulf 
##  Topic 2: yemen, kill, --, qaeda, milit 
##  Topic 3: soldier, yemeni, --, attack, offici 
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## Completing Iteration 331 (approx. per word bound = -4.242, relative change = 1.291e-05) 
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## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 332 (approx. per word bound = -4.242, relative change = 1.120e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 333 (approx. per word bound = -4.242, relative change = 1.017e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ....
##   Recovering initialization...
##      ......
## Initialization complete.
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.643) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 2 (approx. per word bound = -4.436, relative change = 4.454e-02) 
## .....................................................................................................
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## Completing Iteration 3 (approx. per word bound = -4.386, relative change = 1.130e-02) 
## .....................................................................................................
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## Completing Iteration 4 (approx. per word bound = -4.364, relative change = 5.122e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.352, relative change = 2.747e-03) 
## Topic 1: clash, aden, gulf, critic, intellig 
##  Topic 2: qaeda, milit, strike, say, al 
##  Topic 3: --, yemen, kill, soldier, yemeni 
##  Topic 4: suspect, attack, middl, drone, two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.345, relative change = 1.654e-03) 
## .....................................................................................................
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## Completing Iteration 7 (approx. per word bound = -4.340, relative change = 1.098e-03) 
## .....................................................................................................
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## Completing Iteration 8 (approx. per word bound = -4.336, relative change = 8.029e-04) 
## .....................................................................................................
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## Completing Iteration 9 (approx. per word bound = -4.334, relative change = 6.659e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.331, relative change = 6.266e-04) 
## Topic 1: clash, aden, gulf, critic, intellig 
##  Topic 2: qaeda, milit, strike, say, al 
##  Topic 3: --, yemen, kill, soldier, yemeni 
##  Topic 4: suspect, attack, middl, drone, two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.328, relative change = 5.822e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 12 (approx. per word bound = -4.326, relative change = 4.885e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 13 (approx. per word bound = -4.324, relative change = 4.281e-04) 
## .....................................................................................................
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## Completing Iteration 14 (approx. per word bound = -4.323, relative change = 3.448e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.322, relative change = 2.540e-04) 
## Topic 1: clash, aden, gulf, critic, intellig 
##  Topic 2: qaeda, milit, strike, say, al 
##  Topic 3: --, yemen, kill, soldier, yemeni 
##  Topic 4: suspect, attack, middl, drone, two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.321, relative change = 2.115e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 17 (approx. per word bound = -4.320, relative change = 1.905e-04) 
## .....................................................................................................
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## Completing Iteration 18 (approx. per word bound = -4.319, relative change = 1.821e-04) 
## .....................................................................................................
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## Completing Iteration 19 (approx. per word bound = -4.318, relative change = 1.772e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.318, relative change = 1.559e-04) 
## Topic 1: clash, aden, gulf, critic, intellig 
##  Topic 2: qaeda, milit, strike, say, al 
##  Topic 3: --, yemen, kill, soldier, yemeni 
##  Topic 4: suspect, attack, middl, drone, two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.317, relative change = 1.399e-04) 
## .....................................................................................................
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## Completing Iteration 22 (approx. per word bound = -4.317, relative change = 1.366e-04) 
## .....................................................................................................
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## Completing Iteration 23 (approx. per word bound = -4.316, relative change = 1.412e-04) 
## .....................................................................................................
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## Completing Iteration 24 (approx. per word bound = -4.315, relative change = 1.794e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -4.314, relative change = 3.497e-04) 
## Topic 1: clash, aden, gulf, critic, intellig 
##  Topic 2: qaeda, milit, strike, say, al 
##  Topic 3: --, yemen, kill, soldier, yemeni 
##  Topic 4: suspect, attack, middl, drone, two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -4.309, relative change = 1.116e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -4.299, relative change = 2.327e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -4.290, relative change = 2.151e-03) 
## .....................................................................................................
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## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -4.281, relative change = 1.934e-03) 
## .....................................................................................................
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## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -4.276, relative change = 1.350e-03) 
## Topic 1: secur, aden, gulf, threat, clash 
##  Topic 2: qaeda, milit, strike, say, clash 
##  Topic 3: --, yemen, kill, soldier, yemeni 
##  Topic 4: suspect, attack, middl, drone, two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -4.271, relative change = 9.475e-04) 
## .....................................................................................................
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## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -4.268, relative change = 7.985e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -4.265, relative change = 6.897e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -4.263, relative change = 5.600e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -4.261, relative change = 4.469e-04) 
## Topic 1: secur, aden, gulf, threat, critic 
##  Topic 2: qaeda, milit, clash, strike, say 
##  Topic 3: --, yemen, kill, soldier, yemeni 
##  Topic 4: suspect, attack, middl, drone, two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -4.259, relative change = 3.995e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -4.257, relative change = 4.310e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -4.255, relative change = 5.319e-04) 
## .....................................................................................................
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## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -4.252, relative change = 6.569e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -4.249, relative change = 7.040e-04) 
## Topic 1: secur, aden, gulf, threat, critic 
##  Topic 2: qaeda, milit, clash, strike, say 
##  Topic 3: --, yemen, kill, soldier, yemeni 
##  Topic 4: suspect, attack, middl, drone, two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -4.247, relative change = 6.217e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -4.245, relative change = 4.698e-04) 
## .....................................................................................................
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## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -4.243, relative change = 3.249e-04) 
## .....................................................................................................
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## Completing Iteration 44 (approx. per word bound = -4.242, relative change = 2.497e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -4.241, relative change = 2.287e-04) 
## Topic 1: secur, --, aden, gulf, threat 
##  Topic 2: qaeda, milit, clash, strike, say 
##  Topic 3: --, yemen, kill, soldier, yemeni 
##  Topic 4: suspect, attack, middl, drone, two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -4.240, relative change = 2.342e-04) 
## .....................................................................................................
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## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -4.239, relative change = 2.354e-04) 
## .....................................................................................................
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## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -4.238, relative change = 2.152e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -4.237, relative change = 1.899e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -4.237, relative change = 1.824e-04) 
## Topic 1: secur, --, aden, gulf, threat 
##  Topic 2: qaeda, milit, clash, strike, say 
##  Topic 3: --, yemen, kill, soldier, yemeni 
##  Topic 4: suspect, attack, middl, drone, two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -4.236, relative change = 1.949e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -4.235, relative change = 2.123e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -4.234, relative change = 2.174e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -4.233, relative change = 2.151e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -4.232, relative change = 2.150e-04) 
## Topic 1: secur, --, aden, gulf, threat 
##  Topic 2: qaeda, milit, clash, strike, say 
##  Topic 3: --, yemen, kill, soldier, yemeni 
##  Topic 4: suspect, attack, middl, drone, two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -4.231, relative change = 2.105e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 57 (approx. per word bound = -4.230, relative change = 2.159e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 58 (approx. per word bound = -4.229, relative change = 2.293e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 59 (approx. per word bound = -4.229, relative change = 2.162e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 60 (approx. per word bound = -4.228, relative change = 1.836e-04) 
## Topic 1: secur, --, aden, gulf, threat 
##  Topic 2: qaeda, milit, clash, strike, say 
##  Topic 3: --, yemen, kill, soldier, yemeni 
##  Topic 4: suspect, attack, middl, drone, two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 61 (approx. per word bound = -4.227, relative change = 1.492e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 62 (approx. per word bound = -4.227, relative change = 1.208e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 63 (approx. per word bound = -4.226, relative change = 9.996e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 64 (approx. per word bound = -4.226, relative change = 8.759e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 65 (approx. per word bound = -4.225, relative change = 8.556e-05) 
## Topic 1: secur, --, aden, gulf, threat 
##  Topic 2: qaeda, milit, clash, strike, say 
##  Topic 3: --, yemen, kill, soldier, yemeni 
##  Topic 4: suspect, attack, middl, drone, two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 66 (approx. per word bound = -4.225, relative change = 9.881e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 67 (approx. per word bound = -4.225, relative change = 1.208e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 68 (approx. per word bound = -4.224, relative change = 1.238e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 69 (approx. per word bound = -4.224, relative change = 1.034e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 70 (approx. per word bound = -4.223, relative change = 9.294e-05) 
## Topic 1: secur, --, aden, gulf, threat 
##  Topic 2: qaeda, milit, clash, strike, say 
##  Topic 3: --, yemen, kill, soldier, yemeni 
##  Topic 4: suspect, attack, middl, drone, two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 71 (approx. per word bound = -4.223, relative change = 9.718e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 72 (approx. per word bound = -4.222, relative change = 1.041e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 73 (approx. per word bound = -4.222, relative change = 1.124e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 74 (approx. per word bound = -4.221, relative change = 1.148e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 75 (approx. per word bound = -4.221, relative change = 1.047e-04) 
## Topic 1: secur, --, aden, gulf, threat 
##  Topic 2: qaeda, milit, clash, strike, say 
##  Topic 3: --, yemen, kill, soldier, yemeni 
##  Topic 4: suspect, attack, middl, drone, two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 76 (approx. per word bound = -4.221, relative change = 9.491e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 77 (approx. per word bound = -4.220, relative change = 1.014e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 78 (approx. per word bound = -4.220, relative change = 1.223e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 79 (approx. per word bound = -4.219, relative change = 1.323e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 80 (approx. per word bound = -4.218, relative change = 1.321e-04) 
## Topic 1: secur, --, aden, gulf, threat 
##  Topic 2: qaeda, milit, clash, strike, say 
##  Topic 3: --, yemen, kill, soldier, yemeni 
##  Topic 4: suspect, attack, middl, drone, two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 81 (approx. per word bound = -4.218, relative change = 1.270e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 82 (approx. per word bound = -4.217, relative change = 1.079e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 83 (approx. per word bound = -4.217, relative change = 9.112e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 84 (approx. per word bound = -4.217, relative change = 8.314e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 85 (approx. per word bound = -4.216, relative change = 7.869e-05) 
## Topic 1: secur, --, aden, gulf, threat 
##  Topic 2: qaeda, milit, clash, strike, say 
##  Topic 3: --, yemen, kill, soldier, yemeni 
##  Topic 4: suspect, attack, middl, drone, two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 86 (approx. per word bound = -4.216, relative change = 7.527e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 87 (approx. per word bound = -4.216, relative change = 7.278e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 88 (approx. per word bound = -4.215, relative change = 7.124e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 89 (approx. per word bound = -4.215, relative change = 7.058e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 90 (approx. per word bound = -4.215, relative change = 7.115e-05) 
## Topic 1: --, secur, aden, gulf, threat 
##  Topic 2: qaeda, milit, clash, strike, say 
##  Topic 3: --, yemen, kill, soldier, yemeni 
##  Topic 4: suspect, attack, middl, drone, two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 91 (approx. per word bound = -4.215, relative change = 7.345e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 92 (approx. per word bound = -4.214, relative change = 7.677e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 93 (approx. per word bound = -4.214, relative change = 7.415e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 94 (approx. per word bound = -4.214, relative change = 6.465e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 95 (approx. per word bound = -4.213, relative change = 5.857e-05) 
## Topic 1: --, secur, aden, gulf, threat 
##  Topic 2: qaeda, milit, clash, strike, say 
##  Topic 3: --, yemen, kill, soldier, yemeni 
##  Topic 4: suspect, attack, middl, drone, two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 96 (approx. per word bound = -4.213, relative change = 5.627e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 97 (approx. per word bound = -4.213, relative change = 5.498e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 98 (approx. per word bound = -4.213, relative change = 5.388e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 99 (approx. per word bound = -4.213, relative change = 5.284e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 100 (approx. per word bound = -4.212, relative change = 5.177e-05) 
## Topic 1: --, secur, aden, gulf, threat 
##  Topic 2: qaeda, milit, clash, strike, say 
##  Topic 3: --, yemen, kill, soldier, yemeni 
##  Topic 4: suspect, attack, middl, drone, two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 101 (approx. per word bound = -4.212, relative change = 5.095e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 102 (approx. per word bound = -4.212, relative change = 5.052e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 103 (approx. per word bound = -4.212, relative change = 5.100e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 104 (approx. per word bound = -4.211, relative change = 5.254e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 105 (approx. per word bound = -4.211, relative change = 5.515e-05) 
## Topic 1: --, secur, aden, gulf, threat 
##  Topic 2: qaeda, milit, clash, strike, say 
##  Topic 3: --, yemen, kill, soldier, yemeni 
##  Topic 4: suspect, attack, middl, drone, two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 106 (approx. per word bound = -4.211, relative change = 5.792e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 107 (approx. per word bound = -4.211, relative change = 6.046e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 108 (approx. per word bound = -4.210, relative change = 6.352e-05) 
## .....................................................................................................
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## Topic 1: --, secur, aden, gulf, threat 
##  Topic 2: qaeda, milit, clash, strike, say 
##  Topic 3: --, yemen, kill, soldier, yemeni 
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## Completing Iteration 115 (approx. per word bound = -4.209, relative change = 6.063e-05) 
## Topic 1: --, secur, aden, gulf, threat 
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## Topic 1: --, secur, aden, gulf, threat 
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## Topic 1: --, secur, aden, gulf, threat 
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## Topic 1: --, secur, aden, gulf, threat 
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## Topic 1: --, secur, aden, gulf, threat 
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## Topic 1: --, secur, aden, gulf, threat 
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## Topic 1: --, secur, aden, gulf, threat 
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## Completing Iteration 150 (approx. per word bound = -4.201, relative change = 5.986e-05) 
## Topic 1: --, aden, secur, gulf, threat 
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##  Topic 3: --, yemen, kill, soldier, yemeni 
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## Completing Iteration 155 (approx. per word bound = -4.199, relative change = 8.057e-05) 
## Topic 1: --, aden, secur, gulf, threat 
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##  Topic 3: --, yemen, kill, soldier, yemeni 
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## Completing Iteration 160 (approx. per word bound = -4.197, relative change = 9.000e-05) 
## Topic 1: --, aden, secur, gulf, threat 
##  Topic 2: qaeda, milit, suspect, clash, strike 
##  Topic 3: --, yemen, kill, soldier, yemeni 
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## Completing Iteration 165 (approx. per word bound = -4.195, relative change = 1.079e-04) 
## Topic 1: --, aden, secur, gulf, threat 
##  Topic 2: qaeda, milit, suspect, clash, strike 
##  Topic 3: --, yemen, kill, soldier, yemeni 
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## Completing Iteration 166 (approx. per word bound = -4.195, relative change = 1.073e-04) 
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## Completing Iteration 170 (approx. per word bound = -4.193, relative change = 8.778e-05) 
## Topic 1: --, aden, secur, gulf, threat 
##  Topic 2: qaeda, milit, suspect, clash, strike 
##  Topic 3: --, yemen, kill, soldier, armi 
##  Topic 4: attack, middl, drone, yemeni, two 
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## Completing Iteration 172 (approx. per word bound = -4.192, relative change = 7.643e-05) 
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## Completing Iteration 175 (approx. per word bound = -4.192, relative change = 6.897e-05) 
## Topic 1: --, aden, secur, gulf, threat 
##  Topic 2: qaeda, milit, suspect, clash, strike 
##  Topic 3: --, yemen, kill, soldier, armi 
##  Topic 4: attack, yemeni, middl, drone, two 
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## Completing Iteration 179 (approx. per word bound = -4.190, relative change = 6.211e-05) 
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## Completing Iteration 180 (approx. per word bound = -4.190, relative change = 6.649e-05) 
## Topic 1: --, aden, secur, gulf, threat 
##  Topic 2: qaeda, milit, suspect, clash, strike 
##  Topic 3: --, yemen, kill, soldier, armi 
##  Topic 4: attack, yemeni, middl, drone, two 
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## Completing Iteration 181 (approx. per word bound = -4.190, relative change = 7.343e-05) 
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## Completing Iteration 182 (approx. per word bound = -4.190, relative change = 8.361e-05) 
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## Completing Iteration 185 (approx. per word bound = -4.188, relative change = 1.189e-04) 
## Topic 1: --, aden, secur, gulf, threat 
##  Topic 2: qaeda, milit, suspect, clash, strike 
##  Topic 3: --, yemen, kill, soldier, armi 
##  Topic 4: attack, yemeni, middl, two, dead 
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## Completing Iteration 186 (approx. per word bound = -4.188, relative change = 1.235e-04) 
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## Completing Iteration 187 (approx. per word bound = -4.187, relative change = 1.216e-04) 
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## Completing Iteration 188 (approx. per word bound = -4.187, relative change = 1.148e-04) 
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## Completing Iteration 189 (approx. per word bound = -4.186, relative change = 1.054e-04) 
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## Completing Iteration 190 (approx. per word bound = -4.186, relative change = 9.461e-05) 
## Topic 1: --, aden, secur, gulf, threat 
##  Topic 2: qaeda, milit, suspect, clash, strike 
##  Topic 3: --, yemen, kill, soldier, armi 
##  Topic 4: attack, yemeni, middl, two, dead 
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## Completing Iteration 191 (approx. per word bound = -4.186, relative change = 8.177e-05) 
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## Completing Iteration 192 (approx. per word bound = -4.185, relative change = 6.939e-05) 
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## Completing Iteration 193 (approx. per word bound = -4.185, relative change = 6.271e-05) 
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## Completing Iteration 194 (approx. per word bound = -4.185, relative change = 6.269e-05) 
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## Completing Iteration 195 (approx. per word bound = -4.184, relative change = 6.478e-05) 
## Topic 1: --, aden, secur, gulf, threat 
##  Topic 2: qaeda, milit, suspect, clash, drone 
##  Topic 3: --, yemen, kill, soldier, armi 
##  Topic 4: yemeni, attack, middl, two, dead 
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## Completing Iteration 196 (approx. per word bound = -4.184, relative change = 6.222e-05) 
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## Completing Iteration 199 (approx. per word bound = -4.184, relative change = 3.305e-05) 
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## Completing Iteration 200 (approx. per word bound = -4.184, relative change = 2.732e-05) 
## Topic 1: --, aden, secur, gulf, threat 
##  Topic 2: qaeda, milit, suspect, clash, drone 
##  Topic 3: --, yemen, kill, soldier, armi 
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## Completing Iteration 201 (approx. per word bound = -4.183, relative change = 2.478e-05) 
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## Completing Iteration 205 (approx. per word bound = -4.183, relative change = 2.109e-05) 
## Topic 1: --, aden, secur, gulf, threat 
##  Topic 2: qaeda, milit, suspect, clash, drone 
##  Topic 3: --, yemen, kill, soldier, armi 
##  Topic 4: yemeni, attack, middl, two, al-qa'idah 
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## Completing Iteration 206 (approx. per word bound = -4.183, relative change = 2.190e-05) 
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## Completing Iteration 210 (approx. per word bound = -4.182, relative change = 4.265e-05) 
## Topic 1: --, aden, secur, gulf, threat 
##  Topic 2: qaeda, milit, suspect, clash, drone 
##  Topic 3: --, yemen, kill, soldier, armi 
##  Topic 4: yemeni, attack, middl, two, al-qa'idah 
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## Completing Iteration 211 (approx. per word bound = -4.182, relative change = 5.080e-05) 
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## Completing Iteration 213 (approx. per word bound = -4.182, relative change = 6.751e-05) 
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## Completing Iteration 214 (approx. per word bound = -4.181, relative change = 7.479e-05) 
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## Completing Iteration 215 (approx. per word bound = -4.181, relative change = 8.044e-05) 
## Topic 1: --, aden, secur, gulf, threat 
##  Topic 2: qaeda, milit, suspect, clash, drone 
##  Topic 3: --, yemen, kill, soldier, armi 
##  Topic 4: yemeni, attack, middl, two, al-qa'idah 
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## Completing Iteration 216 (approx. per word bound = -4.181, relative change = 8.335e-05) 
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## Completing Iteration 217 (approx. per word bound = -4.180, relative change = 8.347e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 218 (approx. per word bound = -4.180, relative change = 8.117e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 219 (approx. per word bound = -4.180, relative change = 7.735e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 220 (approx. per word bound = -4.179, relative change = 7.316e-05) 
## Topic 1: --, aden, secur, gulf, threat 
##  Topic 2: qaeda, milit, suspect, clash, drone 
##  Topic 3: --, yemen, kill, soldier, armi 
##  Topic 4: yemeni, attack, middl, two, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 221 (approx. per word bound = -4.179, relative change = 6.902e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 222 (approx. per word bound = -4.179, relative change = 6.495e-05) 
## .....................................................................................................
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## Completing Iteration 223 (approx. per word bound = -4.179, relative change = 6.093e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 224 (approx. per word bound = -4.178, relative change = 5.716e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 225 (approx. per word bound = -4.178, relative change = 5.386e-05) 
## Topic 1: --, aden, secur, gulf, threat 
##  Topic 2: qaeda, milit, suspect, clash, drone 
##  Topic 3: --, yemen, kill, soldier, armi 
##  Topic 4: yemeni, attack, middl, two, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 226 (approx. per word bound = -4.178, relative change = 5.098e-05) 
## .....................................................................................................
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## Completing Iteration 227 (approx. per word bound = -4.178, relative change = 4.863e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 228 (approx. per word bound = -4.177, relative change = 4.643e-05) 
## .....................................................................................................
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## Completing Iteration 229 (approx. per word bound = -4.177, relative change = 4.406e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 230 (approx. per word bound = -4.177, relative change = 4.177e-05) 
## Topic 1: --, aden, secur, gulf, threat 
##  Topic 2: qaeda, milit, suspect, drone, clash 
##  Topic 3: --, yemen, kill, soldier, armi 
##  Topic 4: yemeni, attack, middl, two, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 231 (approx. per word bound = -4.177, relative change = 3.953e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 232 (approx. per word bound = -4.177, relative change = 3.735e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 233 (approx. per word bound = -4.177, relative change = 3.529e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 234 (approx. per word bound = -4.176, relative change = 3.343e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 235 (approx. per word bound = -4.176, relative change = 3.199e-05) 
## Topic 1: --, aden, secur, gulf, threat 
##  Topic 2: qaeda, milit, suspect, drone, clash 
##  Topic 3: --, yemen, kill, soldier, armi 
##  Topic 4: yemeni, attack, middl, two, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 236 (approx. per word bound = -4.176, relative change = 3.105e-05) 
## .....................................................................................................
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## Completing Iteration 237 (approx. per word bound = -4.176, relative change = 3.071e-05) 
## .....................................................................................................
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## Completing Iteration 238 (approx. per word bound = -4.176, relative change = 3.073e-05) 
## .....................................................................................................
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## Completing Iteration 239 (approx. per word bound = -4.176, relative change = 3.149e-05) 
## .....................................................................................................
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## Completed M-Step. 
## Completing Iteration 240 (approx. per word bound = -4.176, relative change = 3.271e-05) 
## Topic 1: --, aden, secur, gulf, threat 
##  Topic 2: qaeda, milit, suspect, drone, clash 
##  Topic 3: --, yemen, kill, soldier, armi 
##  Topic 4: yemeni, attack, middl, two, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 241 (approx. per word bound = -4.176, relative change = 3.400e-05) 
## .....................................................................................................
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## Completed M-Step. 
## Completing Iteration 242 (approx. per word bound = -4.175, relative change = 3.580e-05) 
## .....................................................................................................
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## Completing Iteration 243 (approx. per word bound = -4.175, relative change = 3.748e-05) 
## .....................................................................................................
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## Completed M-Step. 
## Completing Iteration 244 (approx. per word bound = -4.175, relative change = 3.902e-05) 
## .....................................................................................................
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## Completed M-Step. 
## Completing Iteration 245 (approx. per word bound = -4.175, relative change = 3.973e-05) 
## Topic 1: --, aden, secur, gulf, threat 
##  Topic 2: qaeda, milit, suspect, drone, strike 
##  Topic 3: --, yemen, kill, soldier, armi 
##  Topic 4: yemeni, attack, middl, two, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 246 (approx. per word bound = -4.175, relative change = 3.860e-05) 
## .....................................................................................................
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## Completing Iteration 247 (approx. per word bound = -4.175, relative change = 3.555e-05) 
## .....................................................................................................
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## Completing Iteration 248 (approx. per word bound = -4.174, relative change = 3.209e-05) 
## .....................................................................................................
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## Completing Iteration 249 (approx. per word bound = -4.174, relative change = 2.898e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 250 (approx. per word bound = -4.174, relative change = 2.690e-05) 
## Topic 1: --, aden, secur, gulf, threat 
##  Topic 2: qaeda, milit, suspect, drone, strike 
##  Topic 3: --, yemen, kill, soldier, armi 
##  Topic 4: yemeni, attack, middl, two, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 251 (approx. per word bound = -4.174, relative change = 2.500e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 252 (approx. per word bound = -4.174, relative change = 2.370e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 253 (approx. per word bound = -4.174, relative change = 2.225e-05) 
## .....................................................................................................
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## Completed M-Step. 
## Completing Iteration 254 (approx. per word bound = -4.174, relative change = 2.170e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 255 (approx. per word bound = -4.174, relative change = 2.284e-05) 
## Topic 1: --, aden, secur, gulf, threat 
##  Topic 2: qaeda, milit, suspect, drone, strike 
##  Topic 3: --, yemen, kill, soldier, armi 
##  Topic 4: yemeni, attack, middl, two, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 256 (approx. per word bound = -4.174, relative change = 2.573e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 257 (approx. per word bound = -4.174, relative change = 2.900e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 258 (approx. per word bound = -4.173, relative change = 3.096e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 259 (approx. per word bound = -4.173, relative change = 3.077e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 260 (approx. per word bound = -4.173, relative change = 3.015e-05) 
## Topic 1: --, aden, secur, gulf, threat 
##  Topic 2: qaeda, milit, suspect, drone, strike 
##  Topic 3: --, yemen, kill, soldier, armi 
##  Topic 4: yemeni, attack, middl, two, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 261 (approx. per word bound = -4.173, relative change = 3.013e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 262 (approx. per word bound = -4.173, relative change = 2.833e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 263 (approx. per word bound = -4.173, relative change = 2.448e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 264 (approx. per word bound = -4.173, relative change = 2.125e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 265 (approx. per word bound = -4.173, relative change = 2.023e-05) 
## Topic 1: --, aden, secur, gulf, threat 
##  Topic 2: qaeda, milit, suspect, drone, strike 
##  Topic 3: --, yemen, kill, soldier, armi 
##  Topic 4: yemeni, attack, middl, two, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 266 (approx. per word bound = -4.173, relative change = 2.181e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 267 (approx. per word bound = -4.172, relative change = 2.465e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 268 (approx. per word bound = -4.172, relative change = 2.858e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 269 (approx. per word bound = -4.172, relative change = 3.170e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 270 (approx. per word bound = -4.172, relative change = 3.408e-05) 
## Topic 1: --, aden, secur, gulf, threat 
##  Topic 2: qaeda, milit, suspect, drone, strike 
##  Topic 3: --, yemen, kill, soldier, armi 
##  Topic 4: yemeni, attack, middl, two, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 271 (approx. per word bound = -4.172, relative change = 3.611e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 272 (approx. per word bound = -4.172, relative change = 3.830e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 273 (approx. per word bound = -4.172, relative change = 4.088e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 274 (approx. per word bound = -4.171, relative change = 4.378e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 275 (approx. per word bound = -4.171, relative change = 4.776e-05) 
## Topic 1: --, aden, secur, gulf, threat 
##  Topic 2: qaeda, milit, suspect, drone, strike 
##  Topic 3: --, yemen, kill, soldier, armi 
##  Topic 4: yemeni, attack, middl, two, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 276 (approx. per word bound = -4.171, relative change = 5.555e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 277 (approx. per word bound = -4.171, relative change = 6.519e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 278 (approx. per word bound = -4.170, relative change = 7.655e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 279 (approx. per word bound = -4.170, relative change = 8.465e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 280 (approx. per word bound = -4.170, relative change = 8.584e-05) 
## Topic 1: --, aden, secur, gulf, threat 
##  Topic 2: qaeda, milit, suspect, drone, strike 
##  Topic 3: --, yemen, kill, soldier, armi 
##  Topic 4: yemeni, attack, middl, two, al-qa'idah 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 281 (approx. per word bound = -4.169, relative change = 7.877e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 282 (approx. per word bound = -4.169, relative change = 6.698e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 283 (approx. per word bound = -4.169, relative change = 5.197e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 284 (approx. per word bound = -4.169, relative change = 3.779e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 285 (approx. per word bound = -4.169, relative change = 2.780e-05) 
## Topic 1: --, aden, secur, gulf, threat 
##  Topic 2: qaeda, milit, suspect, drone, strike 
##  Topic 3: --, yemen, kill, armi, offici 
##  Topic 4: yemeni, attack, middl, two, soldier 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 286 (approx. per word bound = -4.168, relative change = 2.028e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 287 (approx. per word bound = -4.168, relative change = 1.602e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 288 (approx. per word bound = -4.168, relative change = 1.256e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 289 (approx. per word bound = -4.168, relative change = 1.029e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      .....
##   Recovering initialization...
##      ......
## Initialization complete.
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.785) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.488, relative change = 6.197e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.419, relative change = 1.536e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.391, relative change = 6.248e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.378, relative change = 3.166e-03) 
## Topic 1: suspect, al-qaida, say, air, ministri 
##  Topic 2: suicid, armi, tribe, element, assault 
##  Topic 3: kill, yemen, attack, secur, armi 
##  Topic 4: qaeda, --, milit, offici, middl 
##  Topic 5: --, soldier, yemeni, yemen, gunmen 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.369, relative change = 1.911e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.364, relative change = 1.266e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.360, relative change = 9.198e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.356, relative change = 7.431e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.354, relative change = 6.379e-04) 
## Topic 1: suspect, al-qaida, say, air, ministri 
##  Topic 2: suicid, armi, tribe, assault, element 
##  Topic 3: kill, yemen, attack, secur, armi 
##  Topic 4: qaeda, --, milit, offici, middl 
##  Topic 5: --, soldier, yemeni, yemen, gunmen 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.351, relative change = 5.773e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.349, relative change = 5.025e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.347, relative change = 3.937e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.346, relative change = 3.213e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.345, relative change = 3.023e-04) 
## Topic 1: suspect, al-qaida, say, air, ministri 
##  Topic 2: suicid, armi, bomber, tribe, assault 
##  Topic 3: kill, yemen, attack, secur, armi 
##  Topic 4: qaeda, --, milit, offici, middl 
##  Topic 5: --, soldier, yemeni, gunmen, yemen 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.343, relative change = 3.088e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -4.342, relative change = 2.934e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -4.341, relative change = 2.256e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -4.340, relative change = 2.015e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.339, relative change = 2.082e-04) 
## Topic 1: suspect, al-qaida, say, air, ministri 
##  Topic 2: suicid, armi, bomber, tribe, assault 
##  Topic 3: yemen, kill, attack, secur, armi 
##  Topic 4: qaeda, --, milit, offici, middl 
##  Topic 5: --, soldier, yemeni, gunmen, offic 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.338, relative change = 2.363e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -4.337, relative change = 2.790e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -4.336, relative change = 2.948e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -4.334, relative change = 2.882e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -4.333, relative change = 2.972e-04) 
## Topic 1: suspect, al-qaida, say, air, ministri 
##  Topic 2: armi, suicid, bomber, tribe, assault 
##  Topic 3: yemen, kill, attack, secur, armi 
##  Topic 4: qaeda, --, milit, offici, middl 
##  Topic 5: --, soldier, yemeni, gunmen, offic 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -4.332, relative change = 2.955e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -4.331, relative change = 2.540e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -4.330, relative change = 2.523e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -4.328, relative change = 2.736e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -4.327, relative change = 2.681e-04) 
## Topic 1: suspect, al-qaida, say, air, ministri 
##  Topic 2: armi, suicid, bomber, tribe, assault 
##  Topic 3: yemen, kill, attack, secur, armi 
##  Topic 4: qaeda, --, milit, offici, clash 
##  Topic 5: --, soldier, yemeni, gunmen, offic 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -4.326, relative change = 2.697e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -4.325, relative change = 2.880e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -4.323, relative change = 3.168e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -4.322, relative change = 2.762e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -4.321, relative change = 2.389e-04) 
## Topic 1: suspect, al-qaida, say, air, ministri 
##  Topic 2: armi, middl, suicid, bomber, tribe 
##  Topic 3: yemen, kill, attack, secur, gulf 
##  Topic 4: qaeda, --, milit, offici, clash 
##  Topic 5: --, soldier, yemeni, gunmen, offic 
## .....................................................................................................
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## Completing Iteration 36 (approx. per word bound = -4.320, relative change = 2.234e-04) 
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## Completing Iteration 37 (approx. per word bound = -4.319, relative change = 2.151e-04) 
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## Completing Iteration 38 (approx. per word bound = -4.318, relative change = 2.137e-04) 
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## Completing Iteration 39 (approx. per word bound = -4.318, relative change = 2.168e-04) 
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## Completing Iteration 40 (approx. per word bound = -4.317, relative change = 2.328e-04) 
## Topic 1: suspect, al-qaida, say, air, ministri 
##  Topic 2: middl, armi, suicid, bomber, citi 
##  Topic 3: yemen, kill, attack, secur, gulf 
##  Topic 4: qaeda, --, milit, offici, clash 
##  Topic 5: --, soldier, yemeni, gunmen, offic 
## .....................................................................................................
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## Completing Iteration 41 (approx. per word bound = -4.315, relative change = 2.760e-04) 
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## Completing Iteration 42 (approx. per word bound = -4.314, relative change = 3.359e-04) 
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## Completing Iteration 43 (approx. per word bound = -4.312, relative change = 4.012e-04) 
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## Completing Iteration 44 (approx. per word bound = -4.310, relative change = 4.718e-04) 
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## Completing Iteration 45 (approx. per word bound = -4.308, relative change = 5.105e-04) 
## Topic 1: suspect, al-qaida, say, air, ministri 
##  Topic 2: middl, armi, suicid, bomber, -yemen 
##  Topic 3: yemen, kill, attack, secur, gulf 
##  Topic 4: --, qaeda, milit, offici, clash 
##  Topic 5: --, soldier, yemeni, gunmen, offic 
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## Completing Iteration 46 (approx. per word bound = -4.306, relative change = 4.965e-04) 
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## Completing Iteration 47 (approx. per word bound = -4.304, relative change = 4.815e-04) 
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## Completing Iteration 48 (approx. per word bound = -4.302, relative change = 4.924e-04) 
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## Completing Iteration 49 (approx. per word bound = -4.299, relative change = 5.040e-04) 
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## Completing Iteration 50 (approx. per word bound = -4.297, relative change = 4.752e-04) 
## Topic 1: suspect, al-qaida, say, air, ministri 
##  Topic 2: middl, armi, suicid, -yemen, bomber 
##  Topic 3: yemen, kill, attack, secur, bomb 
##  Topic 4: --, qaeda, milit, offici, clash 
##  Topic 5: --, soldier, yemeni, gunmen, offic 
## .....................................................................................................
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## Completing Iteration 51 (approx. per word bound = -4.296, relative change = 4.022e-04) 
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## Completing Iteration 52 (approx. per word bound = -4.294, relative change = 3.251e-04) 
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## Completing Iteration 53 (approx. per word bound = -4.293, relative change = 2.731e-04) 
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## Completing Iteration 55 (approx. per word bound = -4.291, relative change = 1.996e-04) 
## Topic 1: suspect, al-qaida, say, air, ministri 
##  Topic 2: armi, middl, suicid, -yemen, bomber 
##  Topic 3: yemen, kill, attack, secur, bomb 
##  Topic 4: --, qaeda, milit, offici, clash 
##  Topic 5: --, soldier, yemeni, gunmen, offic 
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## Completing Iteration 56 (approx. per word bound = -4.290, relative change = 1.651e-04) 
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## Completing Iteration 57 (approx. per word bound = -4.290, relative change = 1.417e-04) 
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## Completing Iteration 58 (approx. per word bound = -4.289, relative change = 1.384e-04) 
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## Completing Iteration 59 (approx. per word bound = -4.289, relative change = 1.557e-04) 
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## Completing Iteration 60 (approx. per word bound = -4.288, relative change = 1.862e-04) 
## Topic 1: suspect, al-qaida, say, air, ministri 
##  Topic 2: armi, middl, suicid, bomber, car 
##  Topic 3: yemen, kill, attack, secur, bomb 
##  Topic 4: --, qaeda, milit, offici, clash 
##  Topic 5: --, soldier, yemeni, gunmen, offic 
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## Completing Iteration 61 (approx. per word bound = -4.287, relative change = 2.137e-04) 
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## Completing Iteration 63 (approx. per word bound = -4.285, relative change = 2.383e-04) 
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## Completing Iteration 65 (approx. per word bound = -4.282, relative change = 3.988e-04) 
## Topic 1: suspect, al-qaida, say, air, ministri 
##  Topic 2: armi, middl, suicid, bomber, car 
##  Topic 3: yemen, kill, attack, secur, bomb 
##  Topic 4: --, qaeda, milit, offici, clash 
##  Topic 5: --, soldier, yemeni, gunmen, offic 
## .....................................................................................................
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## Completing Iteration 66 (approx. per word bound = -4.280, relative change = 5.026e-04) 
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## Completing Iteration 67 (approx. per word bound = -4.278, relative change = 5.377e-04) 
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## Completing Iteration 68 (approx. per word bound = -4.275, relative change = 4.885e-04) 
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## Completing Iteration 69 (approx. per word bound = -4.274, relative change = 4.136e-04) 
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## Completing Iteration 70 (approx. per word bound = -4.272, relative change = 3.561e-04) 
## Topic 1: suspect, al-qaida, say, air, ministri 
##  Topic 2: armi, middl, suicid, bomber, car 
##  Topic 3: yemen, kill, attack, qaeda, bomb 
##  Topic 4: --, qaeda, milit, offici, clash 
##  Topic 5: --, soldier, yemeni, gunmen, offic 
## .....................................................................................................
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## Completing Iteration 71 (approx. per word bound = -4.271, relative change = 3.191e-04) 
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## Completing Iteration 72 (approx. per word bound = -4.269, relative change = 2.950e-04) 
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## Completing Iteration 73 (approx. per word bound = -4.268, relative change = 2.768e-04) 
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## Completing Iteration 74 (approx. per word bound = -4.267, relative change = 2.635e-04) 
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## Completing Iteration 75 (approx. per word bound = -4.266, relative change = 2.584e-04) 
## Topic 1: suspect, al-qaida, say, air, ministri 
##  Topic 2: armi, middl, suicid, bomber, car 
##  Topic 3: yemen, kill, attack, qaeda, bomb 
##  Topic 4: --, qaeda, milit, secur, offici 
##  Topic 5: --, soldier, yemeni, gunmen, offic 
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## Completing Iteration 76 (approx. per word bound = -4.265, relative change = 2.599e-04) 
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## Completing Iteration 77 (approx. per word bound = -4.264, relative change = 2.523e-04) 
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## Completing Iteration 78 (approx. per word bound = -4.263, relative change = 2.310e-04) 
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## Completing Iteration 79 (approx. per word bound = -4.262, relative change = 2.124e-04) 
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## Completing Iteration 80 (approx. per word bound = -4.261, relative change = 2.044e-04) 
## Topic 1: suspect, al-qaida, say, air, ministri 
##  Topic 2: armi, middl, suicid, bomber, car 
##  Topic 3: yemen, kill, qaeda, attack, bomb 
##  Topic 4: --, qaeda, milit, secur, offici 
##  Topic 5: --, soldier, yemeni, gunmen, offic 
## .....................................................................................................
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## Completing Iteration 81 (approx. per word bound = -4.260, relative change = 2.099e-04) 
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## Completing Iteration 82 (approx. per word bound = -4.259, relative change = 2.369e-04) 
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## Completing Iteration 83 (approx. per word bound = -4.258, relative change = 2.508e-04) 
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## Completing Iteration 84 (approx. per word bound = -4.257, relative change = 2.293e-04) 
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## Completing Iteration 85 (approx. per word bound = -4.256, relative change = 2.232e-04) 
## Topic 1: suspect, al-qaida, say, air, milit 
##  Topic 2: armi, middl, suicid, bomber, car 
##  Topic 3: yemen, kill, qaeda, attack, bomb 
##  Topic 4: --, qaeda, milit, secur, clash 
##  Topic 5: --, soldier, yemeni, gunmen, offic 
## .....................................................................................................
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## Completing Iteration 86 (approx. per word bound = -4.255, relative change = 2.246e-04) 
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## Completing Iteration 87 (approx. per word bound = -4.254, relative change = 2.251e-04) 
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## Completing Iteration 88 (approx. per word bound = -4.253, relative change = 2.232e-04) 
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## Completing Iteration 89 (approx. per word bound = -4.252, relative change = 2.242e-04) 
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## Completing Iteration 90 (approx. per word bound = -4.251, relative change = 2.375e-04) 
## Topic 1: suspect, milit, al-qaida, say, offici 
##  Topic 2: armi, middl, suicid, bomber, car 
##  Topic 3: yemen, kill, qaeda, attack, forc 
##  Topic 4: --, secur, milit, qaeda, clash 
##  Topic 5: --, soldier, yemeni, attack, gunmen 
## .....................................................................................................
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## Completing Iteration 91 (approx. per word bound = -4.250, relative change = 2.571e-04) 
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## Completing Iteration 92 (approx. per word bound = -4.249, relative change = 2.555e-04) 
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## Completing Iteration 93 (approx. per word bound = -4.248, relative change = 2.488e-04) 
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## Completing Iteration 94 (approx. per word bound = -4.247, relative change = 2.439e-04) 
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## Completing Iteration 95 (approx. per word bound = -4.246, relative change = 2.385e-04) 
## Topic 1: suspect, milit, offici, al-qaida, two 
##  Topic 2: armi, middl, suicid, bomber, car 
##  Topic 3: yemen, kill, qaeda, forc, six 
##  Topic 4: --, secur, drone, clash, milit 
##  Topic 5: --, soldier, yemeni, attack, gunmen 
## .....................................................................................................
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## Completing Iteration 96 (approx. per word bound = -4.245, relative change = 2.348e-04) 
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## Completing Iteration 97 (approx. per word bound = -4.244, relative change = 2.333e-04) 
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## Completing Iteration 98 (approx. per word bound = -4.243, relative change = 2.325e-04) 
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## Completing Iteration 99 (approx. per word bound = -4.242, relative change = 2.318e-04) 
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## Completing Iteration 100 (approx. per word bound = -4.241, relative change = 2.324e-04) 
## Topic 1: suspect, milit, offici, two, al-qaida 
##  Topic 2: armi, middl, suicid, bomber, car 
##  Topic 3: yemen, kill, qaeda, forc, six 
##  Topic 4: --, secur, drone, clash, aden 
##  Topic 5: --, soldier, yemeni, attack, gunmen 
## .....................................................................................................
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## Completing Iteration 101 (approx. per word bound = -4.240, relative change = 2.322e-04) 
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## Completing Iteration 102 (approx. per word bound = -4.239, relative change = 2.162e-04) 
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## Completing Iteration 103 (approx. per word bound = -4.238, relative change = 2.057e-04) 
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## Completing Iteration 104 (approx. per word bound = -4.238, relative change = 2.000e-04) 
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## Completing Iteration 105 (approx. per word bound = -4.237, relative change = 1.899e-04) 
## Topic 1: suspect, milit, offici, two, al-qaida 
##  Topic 2: armi, middl, suicid, bomber, car 
##  Topic 3: yemen, kill, qaeda, forc, six 
##  Topic 4: --, secur, drone, aden, strike 
##  Topic 5: --, soldier, yemeni, attack, gunmen 
## .....................................................................................................
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## Completing Iteration 106 (approx. per word bound = -4.236, relative change = 1.749e-04) 
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## Completing Iteration 107 (approx. per word bound = -4.235, relative change = 1.603e-04) 
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## Completing Iteration 108 (approx. per word bound = -4.235, relative change = 1.501e-04) 
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## Completing Iteration 109 (approx. per word bound = -4.234, relative change = 1.440e-04) 
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## Completing Iteration 110 (approx. per word bound = -4.234, relative change = 1.374e-04) 
## Topic 1: suspect, milit, offici, two, al-qaida 
##  Topic 2: armi, middl, suicid, bomber, car 
##  Topic 3: yemen, kill, qaeda, forc, six 
##  Topic 4: --, secur, drone, aden, strike 
##  Topic 5: --, soldier, yemeni, attack, gunmen 
## .....................................................................................................
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## Completing Iteration 111 (approx. per word bound = -4.233, relative change = 1.280e-04) 
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## Completing Iteration 112 (approx. per word bound = -4.232, relative change = 1.188e-04) 
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## Completing Iteration 113 (approx. per word bound = -4.232, relative change = 1.128e-04) 
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## Completing Iteration 114 (approx. per word bound = -4.232, relative change = 1.134e-04) 
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## Completing Iteration 115 (approx. per word bound = -4.231, relative change = 1.174e-04) 
## Topic 1: milit, suspect, offici, two, al-qaida 
##  Topic 2: armi, middl, suicid, bomber, car 
##  Topic 3: yemen, kill, qaeda, forc, six 
##  Topic 4: --, secur, drone, aden, strike 
##  Topic 5: --, soldier, yemeni, attack, gunmen 
## .....................................................................................................
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## Completing Iteration 116 (approx. per word bound = -4.231, relative change = 1.152e-04) 
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## Completing Iteration 117 (approx. per word bound = -4.230, relative change = 1.092e-04) 
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## Completing Iteration 118 (approx. per word bound = -4.230, relative change = 1.043e-04) 
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## Completing Iteration 119 (approx. per word bound = -4.229, relative change = 1.019e-04) 
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## Completing Iteration 120 (approx. per word bound = -4.229, relative change = 1.021e-04) 
## Topic 1: milit, suspect, offici, two, al-qaida 
##  Topic 2: armi, middl, suicid, bomber, car 
##  Topic 3: yemen, kill, qaeda, forc, six 
##  Topic 4: --, secur, drone, aden, strike 
##  Topic 5: --, soldier, yemeni, attack, gunmen 
## .....................................................................................................
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## Completing Iteration 121 (approx. per word bound = -4.228, relative change = 1.055e-04) 
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## Completing Iteration 122 (approx. per word bound = -4.228, relative change = 1.130e-04) 
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## Completing Iteration 123 (approx. per word bound = -4.227, relative change = 1.246e-04) 
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## Completing Iteration 124 (approx. per word bound = -4.227, relative change = 1.346e-04) 
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## Completing Iteration 125 (approx. per word bound = -4.226, relative change = 1.359e-04) 
## Topic 1: milit, suspect, offici, two, al-qaida 
##  Topic 2: armi, middl, suicid, bomber, car 
##  Topic 3: yemen, kill, qaeda, forc, six 
##  Topic 4: --, secur, drone, aden, strike 
##  Topic 5: --, soldier, yemeni, attack, gunmen 
## .....................................................................................................
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## Completing Iteration 126 (approx. per word bound = -4.226, relative change = 1.325e-04) 
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## Completing Iteration 127 (approx. per word bound = -4.225, relative change = 1.309e-04) 
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## Completing Iteration 128 (approx. per word bound = -4.224, relative change = 1.338e-04) 
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## Completing Iteration 129 (approx. per word bound = -4.224, relative change = 1.403e-04) 
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## Completing Iteration 130 (approx. per word bound = -4.223, relative change = 1.487e-04) 
## Topic 1: milit, suspect, offici, two, al-qaida 
##  Topic 2: armi, middl, suicid, bomber, car 
##  Topic 3: yemen, kill, qaeda, forc, six 
##  Topic 4: --, secur, drone, aden, strike 
##  Topic 5: --, soldier, yemeni, attack, gunmen 
## .....................................................................................................
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## Completing Iteration 131 (approx. per word bound = -4.223, relative change = 1.559e-04) 
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## Completing Iteration 132 (approx. per word bound = -4.222, relative change = 1.601e-04) 
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## Completing Iteration 133 (approx. per word bound = -4.221, relative change = 1.600e-04) 
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## Completing Iteration 134 (approx. per word bound = -4.221, relative change = 1.560e-04) 
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## Completing Iteration 135 (approx. per word bound = -4.220, relative change = 1.493e-04) 
## Topic 1: milit, suspect, offici, two, al-qaida 
##  Topic 2: armi, middl, suicid, bomber, car 
##  Topic 3: yemen, kill, qaeda, forc, six 
##  Topic 4: --, secur, drone, aden, gulf 
##  Topic 5: --, soldier, yemeni, attack, clash 
## .....................................................................................................
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## Completing Iteration 136 (approx. per word bound = -4.219, relative change = 1.414e-04) 
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## Completing Iteration 137 (approx. per word bound = -4.219, relative change = 1.344e-04) 
## .....................................................................................................
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## Completing Iteration 140 (approx. per word bound = -4.217, relative change = 1.239e-04) 
## Topic 1: milit, suspect, offici, two, al-qaida 
##  Topic 2: armi, middl, suicid, bomber, car 
##  Topic 3: yemen, kill, qaeda, forc, six 
##  Topic 4: --, secur, drone, aden, gulf 
##  Topic 5: --, soldier, yemeni, attack, clash 
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## Completing Iteration 145 (approx. per word bound = -4.215, relative change = 1.011e-04) 
## Topic 1: milit, suspect, offici, two, al-qaida 
##  Topic 2: armi, middl, suicid, bomb, bomber 
##  Topic 3: kill, yemen, qaeda, forc, six 
##  Topic 4: --, secur, drone, aden, gulf 
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## Completing Iteration 150 (approx. per word bound = -4.213, relative change = 8.587e-05) 
## Topic 1: milit, suspect, offici, two, al-qaida 
##  Topic 2: armi, middl, suicid, bomb, bomber 
##  Topic 3: kill, yemen, qaeda, forc, six 
##  Topic 4: --, secur, drone, aden, gulf 
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## Topic 1: milit, suspect, offici, strike, two 
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##  Topic 3: kill, yemen, qaeda, forc, six 
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## Topic 1: milit, suspect, offici, strike, two 
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## Topic 1: milit, suspect, offici, strike, al-qaida 
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##  Topic 3: kill, yemen, qaeda, forc, six 
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## Topic 1: milit, suspect, offici, strike, al-qaida 
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##  Topic 3: kill, yemen, qaeda, forc, six 
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## Topic 1: milit, suspect, offici, strike, al-qaida 
##  Topic 2: armi, middl, al-qa'idah, bomb, suicid 
##  Topic 3: kill, yemen, qaeda, forc, six 
##  Topic 4: --, secur, drone, aden, gulf 
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## Completing Iteration 180 (approx. per word bound = -4.204, relative change = 4.288e-05) 
## Topic 1: milit, suspect, offici, strike, al-qaida 
##  Topic 2: armi, middl, al-qa'idah, bomb, suicid 
##  Topic 3: kill, yemen, qaeda, forc, six 
##  Topic 4: --, secur, drone, aden, gulf 
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## Completing Iteration 185 (approx. per word bound = -4.203, relative change = 4.962e-05) 
## Topic 1: milit, suspect, offici, strike, al-qaida 
##  Topic 2: armi, middl, al-qa'idah, bomb, suicid 
##  Topic 3: kill, yemen, qaeda, forc, six 
##  Topic 4: --, secur, drone, aden, gulf 
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## Completing Iteration 190 (approx. per word bound = -4.202, relative change = 3.207e-05) 
## Topic 1: milit, suspect, offici, strike, al-qaida 
##  Topic 2: armi, middl, al-qa'idah, bomb, suicid 
##  Topic 3: kill, yemen, qaeda, forc, six 
##  Topic 4: --, secur, drone, aden, gulf 
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## Completing Iteration 191 (approx. per word bound = -4.202, relative change = 3.226e-05) 
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## Completing Iteration 195 (approx. per word bound = -4.202, relative change = 3.663e-05) 
## Topic 1: milit, suspect, offici, strike, al-qaida 
##  Topic 2: armi, middl, al-qa'idah, bomb, suicid 
##  Topic 3: kill, yemen, qaeda, forc, six 
##  Topic 4: --, secur, drone, aden, gulf 
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## Completing Iteration 196 (approx. per word bound = -4.201, relative change = 3.636e-05) 
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## Completing Iteration 200 (approx. per word bound = -4.201, relative change = 3.927e-05) 
## Topic 1: milit, suspect, offici, strike, al-qaida 
##  Topic 2: armi, middl, al-qa'idah, bomb, suicid 
##  Topic 3: kill, yemen, qaeda, forc, six 
##  Topic 4: --, secur, drone, aden, gulf 
##  Topic 5: --, yemen, soldier, yemeni, attack 
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## Completing Iteration 201 (approx. per word bound = -4.201, relative change = 3.637e-05) 
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## Completing Iteration 202 (approx. per word bound = -4.201, relative change = 3.280e-05) 
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## Completing Iteration 204 (approx. per word bound = -4.200, relative change = 2.627e-05) 
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## Completing Iteration 205 (approx. per word bound = -4.200, relative change = 2.320e-05) 
## Topic 1: milit, suspect, offici, strike, al-qaida 
##  Topic 2: armi, middl, al-qa'idah, bomb, suicid 
##  Topic 3: kill, yemen, qaeda, forc, six 
##  Topic 4: --, secur, drone, aden, gulf 
##  Topic 5: --, yemen, soldier, yemeni, attack 
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## Completing Iteration 206 (approx. per word bound = -4.200, relative change = 2.029e-05) 
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## Completing Iteration 209 (approx. per word bound = -4.200, relative change = 1.719e-05) 
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## Completing Iteration 210 (approx. per word bound = -4.200, relative change = 1.949e-05) 
## Topic 1: milit, suspect, offici, strike, al-qaida 
##  Topic 2: armi, middl, al-qa'idah, bomb, suicid 
##  Topic 3: kill, yemen, qaeda, six, forc 
##  Topic 4: --, secur, drone, aden, gulf 
##  Topic 5: --, yemen, soldier, yemeni, attack 
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## Completing Iteration 211 (approx. per word bound = -4.200, relative change = 2.406e-05) 
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## Completing Iteration 212 (approx. per word bound = -4.200, relative change = 3.075e-05) 
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## Completing Iteration 213 (approx. per word bound = -4.199, relative change = 3.822e-05) 
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## Completing Iteration 214 (approx. per word bound = -4.199, relative change = 4.419e-05) 
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## Completing Iteration 215 (approx. per word bound = -4.199, relative change = 4.624e-05) 
## Topic 1: milit, suspect, offici, strike, al-qaida 
##  Topic 2: armi, middl, al-qa'idah, bomb, suicid 
##  Topic 3: kill, yemen, qaeda, six, forc 
##  Topic 4: --, secur, drone, aden, gulf 
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## Completing Iteration 216 (approx. per word bound = -4.199, relative change = 4.322e-05) 
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## Completing Iteration 217 (approx. per word bound = -4.199, relative change = 3.639e-05) 
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## Completing Iteration 218 (approx. per word bound = -4.199, relative change = 2.858e-05) 
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## Completing Iteration 219 (approx. per word bound = -4.199, relative change = 2.198e-05) 
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## Completing Iteration 220 (approx. per word bound = -4.198, relative change = 1.791e-05) 
## Topic 1: milit, suspect, offici, strike, al-qaida 
##  Topic 2: armi, middl, al-qa'idah, bomb, suicid 
##  Topic 3: kill, yemen, qaeda, six, forc 
##  Topic 4: --, secur, drone, aden, gulf 
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## Completing Iteration 221 (approx. per word bound = -4.198, relative change = 1.613e-05) 
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## Completing Iteration 222 (approx. per word bound = -4.198, relative change = 1.584e-05) 
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## Completing Iteration 225 (approx. per word bound = -4.198, relative change = 1.851e-05) 
## Topic 1: milit, suspect, offici, strike, al-qaida 
##  Topic 2: armi, middl, al-qa'idah, bomb, militari 
##  Topic 3: kill, yemen, qaeda, six, forc 
##  Topic 4: --, secur, drone, aden, gulf 
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## Completing Iteration 226 (approx. per word bound = -4.198, relative change = 1.874e-05) 
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## Completing Iteration 230 (approx. per word bound = -4.198, relative change = 1.756e-05) 
## Topic 1: milit, suspect, offici, strike, al-qaida 
##  Topic 2: armi, middl, al-qa'idah, bomb, militari 
##  Topic 3: kill, yemen, qaeda, six, forc 
##  Topic 4: --, secur, drone, aden, gulf 
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## Completing Iteration 231 (approx. per word bound = -4.198, relative change = 1.708e-05) 
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## Completing Iteration 235 (approx. per word bound = -4.197, relative change = 1.934e-05) 
## Topic 1: milit, suspect, offici, strike, al-qaida 
##  Topic 2: armi, middl, al-qa'idah, bomb, militari 
##  Topic 3: kill, yemen, qaeda, six, forc 
##  Topic 4: --, secur, drone, aden, gulf 
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## Completing Iteration 236 (approx. per word bound = -4.197, relative change = 2.344e-05) 
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## Completing Iteration 239 (approx. per word bound = -4.197, relative change = 6.369e-05) 
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## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 240 (approx. per word bound = -4.196, relative change = 6.978e-05) 
## Topic 1: milit, suspect, offici, strike, al-qaida 
##  Topic 2: armi, middl, al-qa'idah, bomb, militari 
##  Topic 3: kill, yemen, qaeda, six, forc 
##  Topic 4: --, secur, drone, aden, gulf 
##  Topic 5: --, yemen, soldier, yemeni, attack 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 241 (approx. per word bound = -4.196, relative change = 6.003e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 242 (approx. per word bound = -4.196, relative change = 5.110e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 243 (approx. per word bound = -4.196, relative change = 4.329e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 244 (approx. per word bound = -4.196, relative change = 3.569e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 245 (approx. per word bound = -4.195, relative change = 2.924e-05) 
## Topic 1: milit, suspect, offici, strike, al-qaida 
##  Topic 2: armi, middl, al-qa'idah, bomb, militari 
##  Topic 3: kill, yemen, qaeda, six, forc 
##  Topic 4: --, secur, drone, aden, gulf 
##  Topic 5: --, yemen, soldier, yemeni, attack 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 246 (approx. per word bound = -4.195, relative change = 2.464e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 247 (approx. per word bound = -4.195, relative change = 2.104e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 248 (approx. per word bound = -4.195, relative change = 1.802e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 249 (approx. per word bound = -4.195, relative change = 1.587e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 250 (approx. per word bound = -4.195, relative change = 1.487e-05) 
## Topic 1: milit, suspect, offici, strike, al-qaida 
##  Topic 2: armi, middl, al-qa'idah, bomb, militari 
##  Topic 3: kill, yemen, qaeda, six, forc 
##  Topic 4: --, secur, drone, aden, gulf 
##  Topic 5: --, yemen, soldier, yemeni, attack 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 251 (approx. per word bound = -4.195, relative change = 1.468e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 252 (approx. per word bound = -4.195, relative change = 1.541e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 253 (approx. per word bound = -4.195, relative change = 1.712e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 254 (approx. per word bound = -4.195, relative change = 1.990e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 255 (approx. per word bound = -4.195, relative change = 2.393e-05) 
## Topic 1: milit, suspect, offici, strike, al-qaida 
##  Topic 2: armi, middl, al-qa'idah, bomb, militari 
##  Topic 3: kill, yemen, qaeda, six, forc 
##  Topic 4: --, secur, drone, aden, gulf 
##  Topic 5: --, yemen, soldier, yemeni, attack 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 256 (approx. per word bound = -4.195, relative change = 2.935e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 257 (approx. per word bound = -4.194, relative change = 3.554e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 258 (approx. per word bound = -4.194, relative change = 4.080e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 259 (approx. per word bound = -4.194, relative change = 4.397e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 260 (approx. per word bound = -4.194, relative change = 4.605e-05) 
## Topic 1: milit, suspect, offici, strike, al-qaida 
##  Topic 2: armi, middl, al-qa'idah, bomb, militari 
##  Topic 3: kill, yemen, qaeda, six, civilian 
##  Topic 4: --, secur, drone, aden, gulf 
##  Topic 5: --, yemen, soldier, yemeni, attack 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 261 (approx. per word bound = -4.194, relative change = 4.715e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 262 (approx. per word bound = -4.193, relative change = 4.559e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 263 (approx. per word bound = -4.193, relative change = 4.148e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 264 (approx. per word bound = -4.193, relative change = 3.700e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 265 (approx. per word bound = -4.193, relative change = 3.417e-05) 
## Topic 1: milit, suspect, offici, strike, al-qaida 
##  Topic 2: armi, middl, al-qa'idah, bomb, militari 
##  Topic 3: kill, yemen, qaeda, six, civilian 
##  Topic 4: --, secur, drone, aden, gulf 
##  Topic 5: --, yemen, soldier, yemeni, attack 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 266 (approx. per word bound = -4.193, relative change = 3.468e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 267 (approx. per word bound = -4.193, relative change = 3.927e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 268 (approx. per word bound = -4.192, relative change = 4.789e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 269 (approx. per word bound = -4.192, relative change = 5.535e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 270 (approx. per word bound = -4.192, relative change = 5.271e-05) 
## Topic 1: milit, suspect, offici, strike, al-qaida 
##  Topic 2: armi, middl, al-qa'idah, bomb, militari 
##  Topic 3: kill, yemen, qaeda, six, civilian 
##  Topic 4: --, secur, drone, aden, gulf 
##  Topic 5: --, yemen, soldier, yemeni, attack 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 271 (approx. per word bound = -4.192, relative change = 4.503e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 272 (approx. per word bound = -4.192, relative change = 3.914e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 273 (approx. per word bound = -4.192, relative change = 3.382e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 274 (approx. per word bound = -4.191, relative change = 2.729e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 275 (approx. per word bound = -4.191, relative change = 2.047e-05) 
## Topic 1: milit, suspect, offici, strike, al-qaida 
##  Topic 2: armi, middl, al-qa'idah, bomb, militari 
##  Topic 3: kill, yemen, qaeda, six, civilian 
##  Topic 4: --, secur, drone, aden, gulf 
##  Topic 5: --, yemen, soldier, yemeni, attack 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 276 (approx. per word bound = -4.191, relative change = 1.480e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 277 (approx. per word bound = -4.191, relative change = 1.081e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ......
##   Recovering initialization...
##      ......
## Initialization complete.
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.758) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.491, relative change = 5.595e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.415, relative change = 1.697e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.379, relative change = 8.104e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.359, relative change = 4.641e-03) 
## Topic 1: armi, leader, battl, citi, senior 
##  Topic 2: yemen, secur, air, al, target 
##  Topic 3: yemen, soldier, suspect, kill, gulf 
##  Topic 4: --, kill, milit, yemeni, attack 
##  Topic 5: aden, threat, critic, four, town 
##  Topic 6: qaeda, strike, kill, two, troop 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.346, relative change = 3.006e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.336, relative change = 2.185e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.329, relative change = 1.730e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.322, relative change = 1.686e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.311, relative change = 2.552e-03) 
## Topic 1: armi, leader, battl, citi, senior 
##  Topic 2: yemen, secur, air, al, target 
##  Topic 3: yemen, soldier, suspect, kill, us 
##  Topic 4: --, kill, milit, yemeni, attack 
##  Topic 5: aden, threat, critic, secur, four 
##  Topic 6: qaeda, kill, strike, two, troop 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.292, relative change = 4.383e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.277, relative change = 3.401e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.270, relative change = 1.780e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.265, relative change = 1.156e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.261, relative change = 7.366e-04) 
## Topic 1: armi, leader, battl, citi, senior 
##  Topic 2: yemen, air, al, secur, target 
##  Topic 3: yemen, soldier, suspect, kill, us 
##  Topic 4: --, kill, milit, yemeni, attack 
##  Topic 5: secur, --, aden, gulf, threat 
##  Topic 6: qaeda, kill, strike, two, troop 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.259, relative change = 4.913e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -4.258, relative change = 3.506e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -4.257, relative change = 2.756e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -4.256, relative change = 2.771e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.254, relative change = 3.576e-04) 
## Topic 1: armi, leader, battl, citi, senior 
##  Topic 2: yemen, air, al, houthi, target 
##  Topic 3: yemen, soldier, suspect, kill, us 
##  Topic 4: --, kill, milit, yemeni, attack 
##  Topic 5: --, secur, aden, gulf, threat 
##  Topic 6: qaeda, kill, strike, two, troop 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.252, relative change = 4.300e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -4.250, relative change = 4.458e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -4.248, relative change = 4.285e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -4.247, relative change = 3.714e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -4.246, relative change = 3.175e-04) 
## Topic 1: armi, leader, battl, citi, local 
##  Topic 2: yemen, air, al, houthi, target 
##  Topic 3: yemen, soldier, suspect, kill, us 
##  Topic 4: --, kill, milit, yemeni, attack 
##  Topic 5: --, secur, aden, gulf, threat 
##  Topic 6: qaeda, kill, strike, two, troop 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -4.244, relative change = 3.485e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -4.242, relative change = 4.453e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -4.240, relative change = 4.466e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -4.239, relative change = 3.959e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -4.237, relative change = 2.917e-04) 
## Topic 1: armi, leader, -yemen, battl, citi 
##  Topic 2: yemen, air, al, sanaa, target 
##  Topic 3: yemen, soldier, suspect, kill, dead 
##  Topic 4: --, kill, milit, yemeni, attack 
##  Topic 5: secur, --, aden, gulf, threat 
##  Topic 6: qaeda, kill, strike, two, troop 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -4.236, relative change = 2.914e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -4.235, relative change = 2.657e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -4.234, relative change = 2.501e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -4.233, relative change = 2.104e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -4.232, relative change = 1.573e-04) 
## Topic 1: armi, -yemen, battl, citi, leader 
##  Topic 2: yemen, air, al, sanaa, target 
##  Topic 3: yemen, soldier, suspect, kill, dead 
##  Topic 4: --, kill, milit, yemeni, attack 
##  Topic 5: secur, --, aden, gulf, threat 
##  Topic 6: qaeda, kill, strike, two, troop 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -4.232, relative change = 1.886e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -4.230, relative change = 2.622e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -4.229, relative change = 2.435e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -4.229, relative change = 1.818e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -4.228, relative change = 1.611e-04) 
## Topic 1: armi, -yemen, battl, citi, leader 
##  Topic 2: yemen, air, al, sanaa, target 
##  Topic 3: yemen, soldier, suspect, kill, dead 
##  Topic 4: --, kill, milit, yemeni, attack 
##  Topic 5: secur, --, aden, gulf, threat 
##  Topic 6: qaeda, kill, strike, two, troop 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -4.227, relative change = 1.569e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -4.227, relative change = 1.406e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -4.226, relative change = 1.299e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -4.226, relative change = 1.192e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -4.225, relative change = 1.137e-04) 
## Topic 1: armi, -yemen, battl, citi, leader 
##  Topic 2: yemen, air, al, sanaa, peopl 
##  Topic 3: yemen, soldier, suspect, kill, dead 
##  Topic 4: --, kill, milit, yemeni, attack 
##  Topic 5: secur, --, aden, gulf, threat 
##  Topic 6: qaeda, kill, strike, two, troop 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -4.225, relative change = 1.169e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -4.224, relative change = 1.272e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -4.224, relative change = 1.375e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -4.223, relative change = 1.470e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -4.222, relative change = 1.831e-04) 
## Topic 1: armi, -yemen, battl, citi, leader 
##  Topic 2: yemen, air, al, peopl, sanaa 
##  Topic 3: yemen, soldier, suspect, kill, dead 
##  Topic 4: --, kill, milit, yemeni, attack 
##  Topic 5: secur, --, aden, gulf, threat 
##  Topic 6: qaeda, kill, strike, two, troop 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -4.221, relative change = 2.580e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -4.220, relative change = 3.605e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -4.218, relative change = 4.477e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -4.216, relative change = 4.178e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -4.215, relative change = 3.065e-04) 
## Topic 1: armi, -yemen, battl, citi, leader 
##  Topic 2: yemen, air, al, peopl, sanaa 
##  Topic 3: yemen, soldier, suspect, kill, dead 
##  Topic 4: --, kill, milit, yemeni, attack 
##  Topic 5: secur, --, aden, gulf, threat 
##  Topic 6: qaeda, kill, strike, two, troop 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -4.214, relative change = 2.381e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 57 (approx. per word bound = -4.213, relative change = 2.050e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 58 (approx. per word bound = -4.212, relative change = 1.959e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 59 (approx. per word bound = -4.211, relative change = 2.027e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 60 (approx. per word bound = -4.210, relative change = 1.987e-04) 
## Topic 1: armi, -yemen, battl, citi, leader 
##  Topic 2: yemen, air, al, peopl, sanaa 
##  Topic 3: yemen, soldier, suspect, kill, dead 
##  Topic 4: --, kill, milit, yemeni, attack 
##  Topic 5: secur, --, aden, gulf, threat 
##  Topic 6: qaeda, kill, strike, two, troop 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 61 (approx. per word bound = -4.210, relative change = 1.696e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 62 (approx. per word bound = -4.209, relative change = 1.579e-04) 
## .....................................................................................................
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## Completing Iteration 65 (approx. per word bound = -4.206, relative change = 2.282e-04) 
## Topic 1: armi, -yemen, battl, citi, leader 
##  Topic 2: yemen, air, al, peopl, sanaa 
##  Topic 3: yemen, soldier, suspect, kill, dead 
##  Topic 4: --, kill, milit, yemeni, attack 
##  Topic 5: secur, --, aden, gulf, threat 
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## Completing Iteration 66 (approx. per word bound = -4.205, relative change = 2.104e-04) 
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## Completing Iteration 70 (approx. per word bound = -4.203, relative change = 1.269e-04) 
## Topic 1: armi, -yemen, battl, citi, leader 
##  Topic 2: yemen, air, al, peopl, sanaa 
##  Topic 3: yemen, soldier, suspect, kill, dead 
##  Topic 4: --, kill, milit, yemeni, attack 
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## Completing Iteration 75 (approx. per word bound = -4.200, relative change = 1.403e-04) 
## Topic 1: armi, -yemen, battl, citi, leader 
##  Topic 2: yemen, air, al, peopl, sanaa 
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## Completing Iteration 80 (approx. per word bound = -4.198, relative change = 1.105e-04) 
## Topic 1: armi, -yemen, battl, citi, leader 
##  Topic 2: yemen, air, al, peopl, sanaa 
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## Completing Iteration 81 (approx. per word bound = -4.197, relative change = 1.161e-04) 
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## Completing Iteration 85 (approx. per word bound = -4.195, relative change = 9.467e-05) 
## Topic 1: armi, -yemen, battl, citi, leader 
##  Topic 2: yemen, air, al, peopl, sanaa 
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## Completing Iteration 90 (approx. per word bound = -4.194, relative change = 7.930e-05) 
## Topic 1: armi, -yemen, battl, citi, leader 
##  Topic 2: yemen, air, al, peopl, sanaa 
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## Completing Iteration 95 (approx. per word bound = -4.191, relative change = 1.531e-04) 
## Topic 1: armi, -yemen, battl, citi, leader 
##  Topic 2: yemen, air, al, peopl, sanaa 
##  Topic 3: yemen, soldier, suspect, kill, two 
##  Topic 4: --, milit, yemeni, attack, kill 
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## Completing Iteration 96 (approx. per word bound = -4.191, relative change = 1.414e-04) 
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## Completing Iteration 100 (approx. per word bound = -4.188, relative change = 1.662e-04) 
## Topic 1: armi, -yemen, battl, citi, leader 
##  Topic 2: yemen, air, al, peopl, sanaa 
##  Topic 3: yemen, soldier, suspect, kill, two 
##  Topic 4: --, milit, yemeni, attack, kill 
##  Topic 5: secur, --, aden, gulf, threat 
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## Completing Iteration 101 (approx. per word bound = -4.187, relative change = 1.624e-04) 
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## Completing Iteration 105 (approx. per word bound = -4.185, relative change = 1.564e-04) 
## Topic 1: armi, -yemen, battl, citi, leader 
##  Topic 2: yemen, air, al, peopl, sanaa 
##  Topic 3: yemen, soldier, suspect, kill, two 
##  Topic 4: --, milit, yemeni, attack, kill 
##  Topic 5: secur, --, aden, gulf, threat 
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## Completing Iteration 106 (approx. per word bound = -4.184, relative change = 1.515e-04) 
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## Completing Iteration 108 (approx. per word bound = -4.183, relative change = 1.412e-04) 
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## Completing Iteration 110 (approx. per word bound = -4.182, relative change = 1.308e-04) 
## Topic 1: armi, -yemen, battl, citi, leader 
##  Topic 2: yemen, air, al, fight, peopl 
##  Topic 3: yemen, soldier, suspect, kill, two 
##  Topic 4: --, milit, yemeni, attack, kill 
##  Topic 5: secur, --, aden, gulf, threat 
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## Completing Iteration 111 (approx. per word bound = -4.181, relative change = 1.242e-04) 
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## Completing Iteration 112 (approx. per word bound = -4.181, relative change = 1.183e-04) 
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## Completing Iteration 113 (approx. per word bound = -4.180, relative change = 1.129e-04) 
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## Completing Iteration 114 (approx. per word bound = -4.180, relative change = 1.014e-04) 
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## Completing Iteration 115 (approx. per word bound = -4.179, relative change = 9.371e-05) 
## Topic 1: armi, -yemen, battl, citi, leader 
##  Topic 2: yemen, air, fight, al, peopl 
##  Topic 3: yemen, soldier, suspect, kill, two 
##  Topic 4: --, milit, yemeni, attack, kill 
##  Topic 5: secur, --, aden, gulf, threat 
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## Completing Iteration 116 (approx. per word bound = -4.179, relative change = 9.297e-05) 
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## Completing Iteration 117 (approx. per word bound = -4.179, relative change = 9.536e-05) 
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## Completing Iteration 118 (approx. per word bound = -4.178, relative change = 1.002e-04) 
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## Completing Iteration 119 (approx. per word bound = -4.178, relative change = 1.077e-04) 
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## Completing Iteration 120 (approx. per word bound = -4.177, relative change = 1.206e-04) 
## Topic 1: armi, -yemen, battl, citi, leader 
##  Topic 2: yemen, air, fight, peopl, sanaa 
##  Topic 3: yemen, soldier, suspect, kill, two 
##  Topic 4: --, yemeni, milit, attack, offici 
##  Topic 5: secur, --, aden, gulf, threat 
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## Completing Iteration 121 (approx. per word bound = -4.177, relative change = 1.478e-04) 
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## Completing Iteration 122 (approx. per word bound = -4.176, relative change = 2.046e-04) 
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## Completing Iteration 123 (approx. per word bound = -4.175, relative change = 2.111e-04) 
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## Completing Iteration 124 (approx. per word bound = -4.174, relative change = 1.515e-04) 
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## Completing Iteration 125 (approx. per word bound = -4.174, relative change = 1.217e-04) 
## Topic 1: armi, -yemen, battl, citi, leader 
##  Topic 2: yemen, air, fight, peopl, sanaa 
##  Topic 3: yemen, soldier, suspect, kill, clash 
##  Topic 4: --, yemeni, milit, attack, offici 
##  Topic 5: secur, --, aden, gulf, threat 
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## Completing Iteration 126 (approx. per word bound = -4.173, relative change = 1.136e-04) 
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## Completing Iteration 127 (approx. per word bound = -4.173, relative change = 1.117e-04) 
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## Completing Iteration 128 (approx. per word bound = -4.172, relative change = 1.102e-04) 
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## Completing Iteration 129 (approx. per word bound = -4.172, relative change = 1.088e-04) 
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## Completing Iteration 130 (approx. per word bound = -4.172, relative change = 1.067e-04) 
## Topic 1: armi, -yemen, battl, citi, leader 
##  Topic 2: yemen, air, fight, peopl, sanaa 
##  Topic 3: yemen, soldier, suspect, kill, clash 
##  Topic 4: --, yemeni, milit, attack, offici 
##  Topic 5: secur, --, aden, gulf, threat 
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## Completing Iteration 131 (approx. per word bound = -4.171, relative change = 1.046e-04) 
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## Completing Iteration 132 (approx. per word bound = -4.171, relative change = 1.029e-04) 
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## Completing Iteration 133 (approx. per word bound = -4.170, relative change = 1.020e-04) 
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## Completing Iteration 134 (approx. per word bound = -4.170, relative change = 1.017e-04) 
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## Completing Iteration 135 (approx. per word bound = -4.169, relative change = 1.024e-04) 
## Topic 1: armi, -yemen, battl, citi, leader 
##  Topic 2: yemen, air, fight, peopl, sanaa 
##  Topic 3: yemen, soldier, suspect, kill, clash 
##  Topic 4: --, yemeni, milit, attack, offici 
##  Topic 5: secur, --, aden, gulf, threat 
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## Completing Iteration 136 (approx. per word bound = -4.169, relative change = 1.048e-04) 
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## Completing Iteration 137 (approx. per word bound = -4.168, relative change = 1.082e-04) 
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## Completing Iteration 138 (approx. per word bound = -4.168, relative change = 1.135e-04) 
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## Completing Iteration 139 (approx. per word bound = -4.167, relative change = 1.201e-04) 
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## Completing Iteration 140 (approx. per word bound = -4.167, relative change = 1.276e-04) 
## Topic 1: armi, -yemen, battl, citi, leader 
##  Topic 2: yemen, air, fight, peopl, sanaa 
##  Topic 3: yemen, kill, soldier, suspect, clash 
##  Topic 4: --, yemeni, milit, attack, offici 
##  Topic 5: secur, --, aden, gulf, threat 
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## Completing Iteration 141 (approx. per word bound = -4.166, relative change = 1.351e-04) 
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## Completing Iteration 142 (approx. per word bound = -4.166, relative change = 1.415e-04) 
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## Completing Iteration 143 (approx. per word bound = -4.165, relative change = 1.470e-04) 
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## Completing Iteration 144 (approx. per word bound = -4.165, relative change = 1.512e-04) 
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## Completing Iteration 145 (approx. per word bound = -4.164, relative change = 1.502e-04) 
## Topic 1: armi, -yemen, milit, battl, citi 
##  Topic 2: yemen, air, fight, dead, peopl 
##  Topic 3: yemen, kill, soldier, suspect, clash 
##  Topic 4: --, yemeni, milit, attack, offici 
##  Topic 5: secur, --, aden, gulf, threat 
##  Topic 6: qaeda, kill, --, drone, yemen 
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## Completing Iteration 146 (approx. per word bound = -4.163, relative change = 1.409e-04) 
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## Completing Iteration 147 (approx. per word bound = -4.163, relative change = 1.279e-04) 
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## Completing Iteration 148 (approx. per word bound = -4.162, relative change = 1.207e-04) 
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## Completing Iteration 149 (approx. per word bound = -4.162, relative change = 1.146e-04) 
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## Completing Iteration 150 (approx. per word bound = -4.161, relative change = 1.095e-04) 
## Topic 1: armi, -yemen, milit, battl, citi 
##  Topic 2: yemen, air, dead, fight, clash 
##  Topic 3: yemen, kill, soldier, suspect, clash 
##  Topic 4: --, yemeni, milit, attack, offici 
##  Topic 5: secur, --, aden, gulf, threat 
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## Completing Iteration 151 (approx. per word bound = -4.161, relative change = 1.050e-04) 
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## Completing Iteration 152 (approx. per word bound = -4.161, relative change = 1.015e-04) 
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## Completing Iteration 153 (approx. per word bound = -4.160, relative change = 9.925e-05) 
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## Completing Iteration 154 (approx. per word bound = -4.160, relative change = 9.857e-05) 
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## Completing Iteration 155 (approx. per word bound = -4.159, relative change = 1.002e-04) 
## Topic 1: armi, milit, -yemen, battl, citi 
##  Topic 2: yemen, air, dead, fight, clash 
##  Topic 3: yemen, kill, soldier, suspect, clash 
##  Topic 4: --, yemeni, attack, milit, offici 
##  Topic 5: secur, --, aden, gulf, threat 
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## Completing Iteration 156 (approx. per word bound = -4.159, relative change = 1.027e-04) 
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## Completing Iteration 157 (approx. per word bound = -4.158, relative change = 1.052e-04) 
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## Completing Iteration 158 (approx. per word bound = -4.158, relative change = 1.063e-04) 
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## Completing Iteration 159 (approx. per word bound = -4.158, relative change = 1.041e-04) 
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## Completing Iteration 160 (approx. per word bound = -4.157, relative change = 9.922e-05) 
## Topic 1: armi, milit, -yemen, battl, citi 
##  Topic 2: yemen, dead, air, clash, fight 
##  Topic 3: yemen, kill, soldier, suspect, clash 
##  Topic 4: --, yemeni, attack, milit, offici 
##  Topic 5: secur, --, aden, gulf, threat 
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## Completing Iteration 161 (approx. per word bound = -4.157, relative change = 8.957e-05) 
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## Topic 1: armi, milit, -yemen, battl, citi 
##  Topic 2: yemen, dead, air, clash, fight 
##  Topic 3: yemen, kill, soldier, suspect, clash 
##  Topic 4: --, yemeni, attack, milit, offici 
##  Topic 5: secur, --, aden, gulf, threat 
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## Topic 1: armi, milit, -yemen, battl, citi 
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## Topic 1: armi, milit, -yemen, battl, citi 
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## Topic 1: armi, milit, -yemen, battl, citi 
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## Topic 1: milit, armi, -yemen, battl, citi 
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## Topic 1: milit, armi, -yemen, battl, citi 
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## Topic 1: milit, armi, -yemen, battl, citi 
##  Topic 2: yemen, dead, air, clash, fight 
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## Topic 1: milit, armi, -yemen, battl, citi 
##  Topic 2: yemen, dead, air, clash, fight 
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##  Topic 4: --, yemeni, attack, offici, middl 
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## Topic 1: milit, armi, -yemen, battl, citi 
##  Topic 2: yemen, dead, air, clash, fight 
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##  Topic 4: --, yemeni, attack, offici, middl 
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## Topic 1: milit, armi, -yemen, battl, citi 
##  Topic 2: yemen, dead, air, clash, fight 
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##  Topic 4: --, yemeni, attack, offici, middl 
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## Completing Iteration 215 (approx. per word bound = -4.144, relative change = 1.539e-05) 
## Topic 1: milit, armi, -yemen, battl, citi 
##  Topic 2: yemen, dead, air, clash, fight 
##  Topic 3: yemen, --, kill, soldier, qaeda 
##  Topic 4: --, yemeni, attack, offici, middl 
##  Topic 5: secur, --, aden, gulf, threat 
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## Completing Iteration 220 (approx. per word bound = -4.144, relative change = 1.525e-05) 
## Topic 1: milit, armi, -yemen, battl, citi 
##  Topic 2: yemen, dead, air, clash, fight 
##  Topic 3: yemen, --, kill, soldier, qaeda 
##  Topic 4: --, yemeni, attack, offici, middl 
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## Completing Iteration 225 (approx. per word bound = -4.144, relative change = 1.658e-05) 
## Topic 1: milit, armi, -yemen, battl, citi 
##  Topic 2: yemen, dead, air, clash, fight 
##  Topic 3: yemen, --, kill, soldier, qaeda 
##  Topic 4: --, yemeni, attack, offici, middl 
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## Completing Iteration 230 (approx. per word bound = -4.143, relative change = 2.408e-05) 
## Topic 1: milit, armi, -yemen, battl, citi 
##  Topic 2: yemen, dead, air, clash, fight 
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##  Topic 4: --, yemeni, attack, offici, middl 
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## Completing Iteration 235 (approx. per word bound = -4.142, relative change = 3.426e-05) 
## Topic 1: milit, armi, -yemen, battl, citi 
##  Topic 2: yemen, dead, air, clash, fight 
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##  Topic 4: --, yemeni, attack, offici, middl 
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## Completing Iteration 240 (approx. per word bound = -4.142, relative change = 2.546e-05) 
## Topic 1: milit, armi, -yemen, battl, citi 
##  Topic 2: yemen, dead, air, clash, fight 
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##  Topic 4: --, yemeni, attack, offici, middl 
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## Topic 1: milit, armi, -yemen, battl, citi 
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## Topic 1: milit, armi, -yemen, battl, citi 
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## Completing Iteration 255 (approx. per word bound = -4.140, relative change = 4.040e-05) 
## Topic 1: milit, armi, -yemen, battl, citi 
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## Topic 1: milit, armi, -yemen, battl, citi 
##  Topic 2: yemen, dead, --, air, clash 
##  Topic 3: --, yemen, kill, soldier, qaeda 
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##  Topic 5: secur, --, aden, gulf, threat 
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## Topic 1: milit, armi, -yemen, battl, citi 
##  Topic 2: yemen, dead, --, air, clash 
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## Topic 1: milit, armi, -yemen, battl, citi 
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## Topic 1: milit, armi, -yemen, civilian, battl 
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## Topic 1: milit, armi, -yemen, civilian, battl 
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## Topic 1: milit, armi, -yemen, civilian, battl 
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## Topic 1: milit, armi, -yemen, civilian, battl 
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## Topic 1: milit, armi, -yemen, civilian, battl 
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## Topic 1: milit, armi, -yemen, civilian, battl 
##  Topic 2: yemen, dead, --, air, clash 
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## Completing Iteration 315 (approx. per word bound = -4.130, relative change = 3.181e-05) 
## Topic 1: milit, armi, -yemen, civilian, battl 
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##  Topic 4: yemeni, --, attack, middl, gunmen 
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## Topic 1: milit, armi, -yemen, civilian, battl 
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## Topic 1: milit, armi, -yemen, civilian, battl 
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## Completing Iteration 330 (approx. per word bound = -4.128, relative change = 2.459e-05) 
## Topic 1: milit, armi, -yemen, civilian, battl 
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## Completing Iteration 335 (approx. per word bound = -4.127, relative change = 1.258e-05) 
## Topic 1: milit, armi, -yemen, civilian, battl 
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## Completing Iteration 340 (approx. per word bound = -4.127, relative change = 1.175e-05) 
## Topic 1: milit, armi, -yemen, civilian, battl 
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## Topic 1: milit, armi, -yemen, civilian, battl 
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## Topic 1: milit, armi, -yemen, civilian, battl 
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## Topic 1: milit, armi, -yemen, civilian, battl 
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## Completed E-Step (0 seconds). 
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## Completing Iteration 360 (approx. per word bound = -4.126, relative change = 3.590e-05) 
## Topic 1: milit, armi, -yemen, civilian, battl 
##  Topic 2: yemen, dead, --, offici, air 
##  Topic 3: --, yemen, kill, soldier, qaeda 
##  Topic 4: yemeni, --, attack, middl, gunmen 
##  Topic 5: --, secur, aden, gulf, threat 
##  Topic 6: --, yemen, kill, qaeda, drone 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 361 (approx. per word bound = -4.126, relative change = 5.087e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 362 (approx. per word bound = -4.125, relative change = 6.421e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 363 (approx. per word bound = -4.125, relative change = 4.440e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 364 (approx. per word bound = -4.125, relative change = 3.716e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 365 (approx. per word bound = -4.125, relative change = 3.229e-05) 
## Topic 1: milit, armi, -yemen, civilian, battl 
##  Topic 2: yemen, dead, --, offici, air 
##  Topic 3: --, yemen, kill, soldier, qaeda 
##  Topic 4: yemeni, --, attack, middl, gunmen 
##  Topic 5: --, secur, aden, gulf, threat 
##  Topic 6: --, yemen, kill, qaeda, drone 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 366 (approx. per word bound = -4.125, relative change = 2.555e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 367 (approx. per word bound = -4.125, relative change = 1.898e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 368 (approx. per word bound = -4.125, relative change = 1.564e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 369 (approx. per word bound = -4.125, relative change = 1.607e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 370 (approx. per word bound = -4.125, relative change = 1.982e-05) 
## Topic 1: milit, armi, -yemen, civilian, battl 
##  Topic 2: yemen, dead, --, offici, air 
##  Topic 3: --, yemen, kill, soldier, qaeda 
##  Topic 4: yemeni, --, attack, middl, gunmen 
##  Topic 5: --, secur, aden, gulf, threat 
##  Topic 6: --, yemen, kill, qaeda, drone 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 371 (approx. per word bound = -4.125, relative change = 2.394e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 372 (approx. per word bound = -4.124, relative change = 2.061e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 373 (approx. per word bound = -4.124, relative change = 1.214e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      .......
##   Recovering initialization...
##      ......
## Initialization complete.
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.927) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.540, relative change = 7.854e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.442, relative change = 2.154e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.400, relative change = 9.490e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.376, relative change = 5.558e-03) 
## Topic 1: forc, al-qa'idah, middl, claim, senior 
##  Topic 2: yemeni, strike, al-qa'idah, gunmen, capit 
##  Topic 3: kill, soldier, --, milit, critic 
##  Topic 4: qaeda, yemen, armi, milit, drone 
##  Topic 5: yemen, secur, offici, middl, gulf 
##  Topic 6: attack, yemen, al-qaida, al-qaeda, four 
##  Topic 7: --, suspect, clash, offic, gunmen 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.355, relative change = 4.727e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.330, relative change = 5.735e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.306, relative change = 5.444e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.293, relative change = 3.152e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.284, relative change = 2.079e-03) 
## Topic 1: middl, al-qa'idah, forc, claim, senior 
##  Topic 2: yemeni, strike, gunmen, capit, base 
##  Topic 3: kill, soldier, --, two, milit 
##  Topic 4: qaeda, yemen, milit, armi, drone 
##  Topic 5: yemen, secur, offici, aden, gulf 
##  Topic 6: yemen, attack, al-qaida, al-qaeda, four 
##  Topic 7: --, suspect, clash, offic, gunmen 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.277, relative change = 1.674e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.270, relative change = 1.496e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.265, relative change = 1.312e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.260, relative change = 1.034e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.257, relative change = 8.472e-04) 
## Topic 1: middl, al-qa'idah, forc, claim, senior 
##  Topic 2: yemeni, strike, gunmen, intellig, capit 
##  Topic 3: kill, soldier, --, two, air 
##  Topic 4: qaeda, yemen, milit, armi, drone 
##  Topic 5: secur, offici, aden, yemen, gulf 
##  Topic 6: yemen, attack, al-qaida, al-qaeda, four 
##  Topic 7: --, suspect, clash, offic, bomb 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.253, relative change = 8.099e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -4.250, relative change = 7.698e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -4.247, relative change = 7.091e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -4.244, relative change = 6.786e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.241, relative change = 7.035e-04) 
## Topic 1: middl, al-qa'idah, forc, claim, senior 
##  Topic 2: yemeni, strike, gunmen, intellig, capit 
##  Topic 3: kill, soldier, two, --, air 
##  Topic 4: yemen, qaeda, milit, armi, drone 
##  Topic 5: secur, offici, aden, gulf, threat 
##  Topic 6: yemen, attack, al-qaida, al-qaeda, four 
##  Topic 7: --, suspect, clash, offic, bomb 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.239, relative change = 5.818e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -4.237, relative change = 4.593e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -4.235, relative change = 4.043e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -4.233, relative change = 3.835e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -4.232, relative change = 3.844e-04) 
## Topic 1: middl, al-qa'idah, forc, claim, senior 
##  Topic 2: yemeni, gunmen, strike, intellig, capit 
##  Topic 3: kill, soldier, two, --, air 
##  Topic 4: yemen, qaeda, milit, armi, drone 
##  Topic 5: secur, offici, aden, gulf, threat 
##  Topic 6: yemen, attack, al-qaida, dead, al-qaeda 
##  Topic 7: --, suspect, offic, clash, bomb 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -4.230, relative change = 3.918e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -4.228, relative change = 4.237e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -4.226, relative change = 5.194e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -4.223, relative change = 6.945e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -4.220, relative change = 8.020e-04) 
## Topic 1: middl, al-qa'idah, forc, claim, senior 
##  Topic 2: yemeni, gunmen, strike, intellig, three 
##  Topic 3: kill, soldier, two, --, air 
##  Topic 4: yemen, qaeda, milit, armi, drone 
##  Topic 5: secur, aden, offici, gulf, threat 
##  Topic 6: yemen, attack, dead, al-qaida, al-qaeda 
##  Topic 7: --, suspect, offic, clash, bomb 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -4.217, relative change = 7.300e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -4.214, relative change = 7.157e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -4.210, relative change = 7.882e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -4.207, relative change = 8.394e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -4.203, relative change = 8.188e-04) 
## Topic 1: middl, al-qa'idah, forc, claim, senior 
##  Topic 2: yemeni, gunmen, strike, intellig, three 
##  Topic 3: kill, soldier, two, --, clash 
##  Topic 4: yemen, qaeda, milit, armi, drone 
##  Topic 5: secur, aden, --, gulf, threat 
##  Topic 6: yemen, attack, dead, al-qaida, al-qaeda 
##  Topic 7: --, suspect, offici, clash, offic 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -4.200, relative change = 7.677e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -4.197, relative change = 7.069e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -4.195, relative change = 6.095e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -4.193, relative change = 5.033e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -4.191, relative change = 4.110e-04) 
## Topic 1: middl, al-qa'idah, forc, claim, senior 
##  Topic 2: yemeni, gunmen, strike, offic, intellig 
##  Topic 3: kill, soldier, two, clash, -- 
##  Topic 4: yemen, qaeda, milit, armi, drone 
##  Topic 5: secur, --, aden, gulf, threat 
##  Topic 6: yemen, attack, dead, al-qaida, al-qaeda 
##  Topic 7: --, suspect, offici, clash, bomb 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -4.189, relative change = 3.470e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -4.188, relative change = 3.162e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -4.187, relative change = 3.038e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -4.185, relative change = 2.977e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -4.184, relative change = 2.950e-04) 
## Topic 1: middl, al-qa'idah, forc, claim, senior 
##  Topic 2: yemeni, gunmen, offic, strike, intellig 
##  Topic 3: kill, soldier, two, clash, -- 
##  Topic 4: yemen, qaeda, milit, armi, drone 
##  Topic 5: secur, --, aden, gulf, threat 
##  Topic 6: yemen, attack, dead, al-qaida, al-qaeda 
##  Topic 7: --, suspect, offici, clash, bomb 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -4.183, relative change = 2.770e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -4.182, relative change = 2.358e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -4.181, relative change = 2.079e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -4.180, relative change = 1.861e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -4.180, relative change = 1.755e-04) 
## Topic 1: middl, al-qa'idah, forc, claim, senior 
##  Topic 2: yemeni, gunmen, offic, strike, intellig 
##  Topic 3: kill, soldier, two, clash, air 
##  Topic 4: yemen, qaeda, milit, armi, drone 
##  Topic 5: secur, --, aden, gulf, threat 
##  Topic 6: yemen, attack, dead, al-qaida, militari 
##  Topic 7: --, suspect, offici, clash, bomb 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -4.179, relative change = 1.862e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -4.178, relative change = 2.162e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -4.177, relative change = 2.580e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -4.176, relative change = 2.828e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -4.175, relative change = 2.772e-04) 
## Topic 1: middl, al-qa'idah, forc, claim, senior 
##  Topic 2: yemeni, gunmen, offic, strike, intellig 
##  Topic 3: kill, soldier, two, clash, air 
##  Topic 4: yemen, qaeda, milit, armi, drone 
##  Topic 5: secur, --, aden, gulf, threat 
##  Topic 6: yemen, attack, dead, al-qaida, militari 
##  Topic 7: --, suspect, offici, clash, bomb 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -4.173, relative change = 2.743e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 57 (approx. per word bound = -4.173, relative change = 1.760e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 58 (approx. per word bound = -4.172, relative change = 1.171e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 59 (approx. per word bound = -4.172, relative change = 1.005e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 60 (approx. per word bound = -4.171, relative change = 9.756e-05) 
## Topic 1: middl, al-qa'idah, forc, claim, senior 
##  Topic 2: yemeni, gunmen, offic, strike, intellig 
##  Topic 3: kill, soldier, two, clash, air 
##  Topic 4: yemen, qaeda, milit, armi, drone 
##  Topic 5: secur, --, aden, gulf, threat 
##  Topic 6: yemen, attack, dead, al-qaida, militari 
##  Topic 7: --, suspect, offici, bomb, clash 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 61 (approx. per word bound = -4.171, relative change = 1.026e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 62 (approx. per word bound = -4.171, relative change = 1.191e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 63 (approx. per word bound = -4.170, relative change = 1.297e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 64 (approx. per word bound = -4.169, relative change = 1.440e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 65 (approx. per word bound = -4.169, relative change = 1.751e-04) 
## Topic 1: middl, al-qa'idah, forc, claim, senior 
##  Topic 2: yemeni, gunmen, offic, strike, intellig 
##  Topic 3: kill, soldier, clash, two, air 
##  Topic 4: yemen, qaeda, milit, armi, drone 
##  Topic 5: secur, --, aden, gulf, threat 
##  Topic 6: yemen, attack, dead, al-qaida, militari 
##  Topic 7: --, suspect, offici, bomb, clash 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 66 (approx. per word bound = -4.168, relative change = 1.447e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 67 (approx. per word bound = -4.168, relative change = 1.234e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 68 (approx. per word bound = -4.167, relative change = 1.370e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 69 (approx. per word bound = -4.166, relative change = 1.840e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 70 (approx. per word bound = -4.165, relative change = 2.667e-04) 
## Topic 1: middl, al-qa'idah, forc, two, claim 
##  Topic 2: yemeni, gunmen, offic, strike, intellig 
##  Topic 3: kill, soldier, clash, two, air 
##  Topic 4: yemen, qaeda, milit, armi, drone 
##  Topic 5: secur, --, aden, gulf, threat 
##  Topic 6: yemen, attack, dead, al-qaida, militari 
##  Topic 7: --, suspect, offici, bomb, clash 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 71 (approx. per word bound = -4.164, relative change = 3.021e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 72 (approx. per word bound = -4.163, relative change = 2.973e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 73 (approx. per word bound = -4.161, relative change = 2.801e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 74 (approx. per word bound = -4.160, relative change = 2.327e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 75 (approx. per word bound = -4.160, relative change = 1.862e-04) 
## Topic 1: middl, al-qa'idah, forc, secur, two 
##  Topic 2: yemeni, gunmen, offic, strike, intellig 
##  Topic 3: kill, soldier, clash, two, air 
##  Topic 4: yemen, qaeda, milit, armi, drone 
##  Topic 5: secur, --, aden, gulf, threat 
##  Topic 6: yemen, attack, dead, al-qaida, militari 
##  Topic 7: --, suspect, offici, bomb, clash 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 76 (approx. per word bound = -4.159, relative change = 1.407e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 77 (approx. per word bound = -4.159, relative change = 9.808e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 78 (approx. per word bound = -4.158, relative change = 8.668e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 79 (approx. per word bound = -4.158, relative change = 8.547e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 80 (approx. per word bound = -4.158, relative change = 8.964e-05) 
## Topic 1: middl, al-qa'idah, secur, forc, ambush 
##  Topic 2: yemeni, gunmen, offic, strike, intellig 
##  Topic 3: kill, soldier, clash, two, air 
##  Topic 4: yemen, qaeda, milit, armi, drone 
##  Topic 5: --, secur, aden, gulf, threat 
##  Topic 6: yemen, attack, dead, al-qaida, militari 
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## Completing Iteration 81 (approx. per word bound = -4.157, relative change = 9.865e-05) 
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## Completing Iteration 85 (approx. per word bound = -4.155, relative change = 1.255e-04) 
## Topic 1: middl, al-qa'idah, secur, forc, ambush 
##  Topic 2: yemeni, gunmen, offic, strike, intellig 
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## Topic 1: middl, al-qa'idah, secur, forc, ambush 
##  Topic 2: yemeni, gunmen, offic, intellig, strike 
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## Topic 1: middl, al-qa'idah, secur, forc, ambush 
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## Topic 1: middl, al-qa'idah, secur, forc, ambush 
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## Topic 1: middl, al-qa'idah, secur, forc, ambush 
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## Topic 1: middl, al-qa'idah, secur, forc, ambush 
##  Topic 2: yemeni, gunmen, offic, intellig, three 
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## Topic 1: middl, al-qa'idah, secur, forc, ambush 
##  Topic 2: yemeni, gunmen, offic, intellig, three 
##  Topic 3: kill, soldier, clash, two, suicid 
##  Topic 4: yemen, qaeda, milit, armi, drone 
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## Completing Iteration 120 (approx. per word bound = -4.140, relative change = 6.168e-05) 
## Topic 1: middl, al-qa'idah, secur, forc, ambush 
##  Topic 2: yemeni, gunmen, offic, intellig, three 
##  Topic 3: kill, soldier, clash, two, suicid 
##  Topic 4: yemen, qaeda, milit, armi, drone 
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## Completing Iteration 125 (approx. per word bound = -4.139, relative change = 7.268e-05) 
## Topic 1: middl, al-qa'idah, secur, forc, ambush 
##  Topic 2: yemeni, gunmen, offic, intellig, three 
##  Topic 3: kill, soldier, clash, two, suicid 
##  Topic 4: yemen, qaeda, milit, armi, drone 
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##  Topic 6: yemen, attack, dead, al-qaida, militari 
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## Completing Iteration 129 (approx. per word bound = -4.138, relative change = 5.976e-05) 
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## Completing Iteration 130 (approx. per word bound = -4.137, relative change = 5.906e-05) 
## Topic 1: middl, al-qa'idah, secur, forc, yemeni 
##  Topic 2: yemeni, gunmen, offic, intellig, three 
##  Topic 3: kill, soldier, clash, two, suicid 
##  Topic 4: qaeda, yemen, milit, armi, drone 
##  Topic 5: --, aden, secur, gulf, threat 
##  Topic 6: yemen, attack, dead, al-qaida, militari 
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## Completing Iteration 131 (approx. per word bound = -4.137, relative change = 5.905e-05) 
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## Completing Iteration 134 (approx. per word bound = -4.136, relative change = 6.220e-05) 
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## Completing Iteration 135 (approx. per word bound = -4.136, relative change = 6.458e-05) 
## Topic 1: middl, al-qa'idah, secur, forc, yemeni 
##  Topic 2: yemeni, gunmen, offic, intellig, three 
##  Topic 3: kill, soldier, clash, two, suicid 
##  Topic 4: qaeda, yemen, milit, armi, drone 
##  Topic 5: aden, --, secur, gulf, threat 
##  Topic 6: yemen, attack, dead, al-qaida, militari 
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## Completing Iteration 136 (approx. per word bound = -4.136, relative change = 6.666e-05) 
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## Completing Iteration 137 (approx. per word bound = -4.136, relative change = 6.836e-05) 
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## Completing Iteration 139 (approx. per word bound = -4.135, relative change = 6.929e-05) 
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## Completing Iteration 140 (approx. per word bound = -4.135, relative change = 7.016e-05) 
## Topic 1: middl, al-qa'idah, secur, forc, yemeni 
##  Topic 2: yemeni, gunmen, offic, intellig, three 
##  Topic 3: kill, soldier, clash, two, suicid 
##  Topic 4: qaeda, yemen, milit, armi, suspect 
##  Topic 5: aden, --, secur, gulf, threat 
##  Topic 6: yemen, attack, dead, al-qaida, militari 
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## Completing Iteration 141 (approx. per word bound = -4.134, relative change = 7.113e-05) 
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## Completing Iteration 142 (approx. per word bound = -4.134, relative change = 7.210e-05) 
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## Completing Iteration 143 (approx. per word bound = -4.134, relative change = 7.283e-05) 
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## Completing Iteration 144 (approx. per word bound = -4.134, relative change = 7.355e-05) 
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## Completing Iteration 145 (approx. per word bound = -4.133, relative change = 7.375e-05) 
## Topic 1: middl, al-qa'idah, secur, forc, yemeni 
##  Topic 2: yemeni, gunmen, offic, intellig, three 
##  Topic 3: kill, soldier, clash, two, suicid 
##  Topic 4: qaeda, yemen, milit, armi, suspect 
##  Topic 5: aden, --, secur, gulf, threat 
##  Topic 6: yemen, attack, dead, al-qaida, militari 
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## Completing Iteration 146 (approx. per word bound = -4.133, relative change = 7.308e-05) 
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## Completing Iteration 147 (approx. per word bound = -4.133, relative change = 7.068e-05) 
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## Completing Iteration 148 (approx. per word bound = -4.132, relative change = 6.758e-05) 
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## Completing Iteration 149 (approx. per word bound = -4.132, relative change = 6.533e-05) 
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## Completing Iteration 150 (approx. per word bound = -4.132, relative change = 6.501e-05) 
## Topic 1: middl, al-qa'idah, secur, forc, yemeni 
##  Topic 2: yemeni, gunmen, offic, intellig, car 
##  Topic 3: kill, soldier, clash, two, suicid 
##  Topic 4: qaeda, yemen, milit, armi, suspect 
##  Topic 5: aden, --, secur, gulf, threat 
##  Topic 6: yemen, attack, dead, al-qaida, militari 
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## Completing Iteration 151 (approx. per word bound = -4.132, relative change = 6.467e-05) 
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## Completing Iteration 152 (approx. per word bound = -4.131, relative change = 6.524e-05) 
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## Completing Iteration 153 (approx. per word bound = -4.131, relative change = 6.383e-05) 
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## Completing Iteration 154 (approx. per word bound = -4.131, relative change = 6.101e-05) 
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## Completing Iteration 155 (approx. per word bound = -4.131, relative change = 5.768e-05) 
## Topic 1: middl, al-qa'idah, secur, forc, yemeni 
##  Topic 2: yemeni, gunmen, offic, intellig, car 
##  Topic 3: kill, soldier, clash, two, suicid 
##  Topic 4: qaeda, yemen, milit, armi, suspect 
##  Topic 5: aden, secur, --, gulf, threat 
##  Topic 6: yemen, attack, dead, al-qaida, militari 
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## Completing Iteration 156 (approx. per word bound = -4.130, relative change = 5.382e-05) 
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## Completing Iteration 158 (approx. per word bound = -4.130, relative change = 4.819e-05) 
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## Completing Iteration 159 (approx. per word bound = -4.130, relative change = 4.745e-05) 
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## Completing Iteration 160 (approx. per word bound = -4.130, relative change = 4.668e-05) 
## Topic 1: middl, al-qa'idah, secur, forc, three 
##  Topic 2: yemeni, gunmen, offic, intellig, car 
##  Topic 3: kill, soldier, clash, two, suicid 
##  Topic 4: qaeda, yemen, milit, armi, suspect 
##  Topic 5: aden, secur, --, gulf, threat 
##  Topic 6: yemen, attack, dead, al-qaida, militari 
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## Completing Iteration 161 (approx. per word bound = -4.129, relative change = 4.585e-05) 
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## Completing Iteration 165 (approx. per word bound = -4.129, relative change = 5.952e-05) 
## Topic 1: middl, al-qa'idah, secur, three, forc 
##  Topic 2: yemeni, gunmen, offic, intellig, offici 
##  Topic 3: kill, soldier, clash, two, suicid 
##  Topic 4: qaeda, yemen, milit, armi, suspect 
##  Topic 5: aden, secur, --, gulf, threat 
##  Topic 6: yemen, attack, dead, al-qaida, militari 
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## Completing Iteration 166 (approx. per word bound = -4.128, relative change = 4.384e-05) 
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## Completing Iteration 168 (approx. per word bound = -4.128, relative change = 3.011e-05) 
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## Completing Iteration 169 (approx. per word bound = -4.128, relative change = 3.029e-05) 
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## Completing Iteration 170 (approx. per word bound = -4.128, relative change = 3.210e-05) 
## Topic 1: middl, al-qa'idah, secur, three, forc 
##  Topic 2: yemeni, gunmen, offic, intellig, offici 
##  Topic 3: kill, soldier, clash, two, suicid 
##  Topic 4: qaeda, yemen, milit, armi, suspect 
##  Topic 5: aden, secur, --, gulf, threat 
##  Topic 6: yemen, attack, dead, al-qaida, militari 
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## Completing Iteration 171 (approx. per word bound = -4.128, relative change = 3.324e-05) 
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## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 175 (approx. per word bound = -4.127, relative change = 4.017e-05) 
## Topic 1: middl, al-qa'idah, secur, three, forc 
##  Topic 2: yemeni, gunmen, offic, intellig, offici 
##  Topic 3: kill, soldier, clash, two, suicid 
##  Topic 4: qaeda, yemen, milit, armi, suspect 
##  Topic 5: aden, --, secur, gulf, threat 
##  Topic 6: yemen, attack, dead, al-qaida, militari 
##  Topic 7: --, offici, suspect, bomb, five 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 176 (approx. per word bound = -4.127, relative change = 4.599e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 177 (approx. per word bound = -4.127, relative change = 5.363e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 178 (approx. per word bound = -4.126, relative change = 5.868e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 179 (approx. per word bound = -4.126, relative change = 5.808e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 180 (approx. per word bound = -4.126, relative change = 5.043e-05) 
## Topic 1: middl, al-qa'idah, yemeni, secur, three 
##  Topic 2: yemeni, gunmen, offic, intellig, offici 
##  Topic 3: kill, soldier, clash, two, suicid 
##  Topic 4: qaeda, yemen, milit, armi, suspect 
##  Topic 5: aden, --, secur, gulf, threat 
##  Topic 6: yemen, attack, dead, al-qaida, militari 
##  Topic 7: --, offici, suspect, bomb, five 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 181 (approx. per word bound = -4.126, relative change = 4.019e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 182 (approx. per word bound = -4.126, relative change = 2.983e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 183 (approx. per word bound = -4.126, relative change = 2.055e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 184 (approx. per word bound = -4.126, relative change = 1.426e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 185 (approx. per word bound = -4.125, relative change = 1.063e-05) 
## Topic 1: middl, al-qa'idah, yemeni, three, forc 
##  Topic 2: yemeni, gunmen, offic, intellig, offici 
##  Topic 3: kill, soldier, clash, two, suicid 
##  Topic 4: qaeda, yemen, milit, armi, suspect 
##  Topic 5: aden, --, secur, gulf, threat 
##  Topic 6: yemen, attack, dead, al-qaida, militari 
##  Topic 7: --, offici, suspect, bomb, five 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ........
##   Recovering initialization...
##      ......
## Initialization complete.
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.915) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.546, relative change = 7.507e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.431, relative change = 2.522e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.380, relative change = 1.167e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.351, relative change = 6.576e-03) 
## Topic 1: armi, qaeda, --, base, tribe 
##  Topic 2: gulf, critic, --, jihadist, provinc 
##  Topic 3: kill, suspect, threat, say, al-qaeda 
##  Topic 4: yemen, kill, soldier, yemeni, secur 
##  Topic 5: middl, offic, bomb, intellig, four 
##  Topic 6: clash, us, --, militari, escap 
##  Topic 7: --, attack, offici, aden, strike 
##  Topic 8: qaeda, milit, --, -yemen, two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.333, relative change = 4.182e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.319, relative change = 3.145e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.306, relative change = 3.040e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.289, relative change = 4.022e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.274, relative change = 3.396e-03) 
## Topic 1: armi, --, tribe, base, -yemen 
##  Topic 2: aden, gulf, critic, --, provinc 
##  Topic 3: suspect, kill, threat, say, al-qaeda 
##  Topic 4: yemen, kill, soldier, yemeni, drone 
##  Topic 5: middl, offic, bomb, intellig, gunmen 
##  Topic 6: clash, us, --, militari, escap 
##  Topic 7: --, attack, offici, secur, strike 
##  Topic 8: qaeda, milit, --, -yemen, two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.266, relative change = 1.797e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.257, relative change = 2.095e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.243, relative change = 3.364e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.226, relative change = 3.945e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.207, relative change = 4.489e-03) 
## Topic 1: armi, -yemen, --, tribe, base 
##  Topic 2: aden, secur, gulf, threat, critic 
##  Topic 3: suspect, kill, say, al-qaeda, suicid 
##  Topic 4: yemen, kill, soldier, yemeni, drone 
##  Topic 5: middl, offic, gunmen, bomb, intellig 
##  Topic 6: clash, --, us, militari, saleh 
##  Topic 7: --, attack, offici, strike, dead 
##  Topic 8: qaeda, milit, --, two, found 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.200, relative change = 1.860e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -4.195, relative change = 1.000e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -4.192, relative change = 8.832e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -4.188, relative change = 8.779e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.185, relative change = 7.410e-04) 
## Topic 1: armi, -yemen, --, tribe, citi 
##  Topic 2: aden, secur, --, gulf, threat 
##  Topic 3: suspect, kill, say, al-qaeda, suicid 
##  Topic 4: yemen, kill, soldier, yemeni, drone 
##  Topic 5: middl, offic, gunmen, bomb, al-qa'idah 
##  Topic 6: clash, --, us, yemen, saleh 
##  Topic 7: --, attack, offici, strike, dead 
##  Topic 8: qaeda, milit, --, found, govt 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.183, relative change = 5.591e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -4.181, relative change = 4.350e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -4.179, relative change = 4.496e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -4.177, relative change = 4.400e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -4.175, relative change = 4.216e-04) 
## Topic 1: armi, --, -yemen, citi, tribe 
##  Topic 2: aden, --, secur, gulf, threat 
##  Topic 3: suspect, kill, say, al-qaeda, suicid 
##  Topic 4: yemen, kill, soldier, yemeni, drone 
##  Topic 5: middl, gunmen, offic, al-qa'idah, bomb 
##  Topic 6: clash, --, us, yemen, al-qaida 
##  Topic 7: --, attack, offici, strike, dead 
##  Topic 8: qaeda, milit, --, six, found 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -4.174, relative change = 4.070e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -4.172, relative change = 3.816e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -4.170, relative change = 4.045e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -4.169, relative change = 4.136e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -4.167, relative change = 4.255e-04) 
## Topic 1: armi, --, -yemen, fight, citi 
##  Topic 2: aden, --, secur, gulf, threat 
##  Topic 3: suspect, kill, say, al-qaeda, suicid 
##  Topic 4: yemen, kill, soldier, yemeni, drone 
##  Topic 5: middl, gunmen, offic, al-qa'idah, bomb 
##  Topic 6: clash, --, us, yemen, al-qaida 
##  Topic 7: --, attack, offici, strike, dead 
##  Topic 8: qaeda, milit, --, six, found 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -4.165, relative change = 4.424e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -4.163, relative change = 4.519e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -4.161, relative change = 4.374e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -4.160, relative change = 4.117e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -4.158, relative change = 3.838e-04) 
## Topic 1: armi, --, -yemen, fight, citi 
##  Topic 2: aden, --, secur, gulf, threat 
##  Topic 3: suspect, kill, say, al-qaeda, suicid 
##  Topic 4: yemen, kill, soldier, yemeni, drone 
##  Topic 5: middl, gunmen, offic, al-qa'idah, yemeni 
##  Topic 6: clash, --, us, yemen, al-qaida 
##  Topic 7: --, attack, offici, strike, dead 
##  Topic 8: qaeda, milit, six, --, found 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -4.156, relative change = 3.775e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -4.155, relative change = 4.024e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -4.153, relative change = 3.689e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -4.152, relative change = 3.236e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -4.151, relative change = 2.900e-04) 
## Topic 1: armi, --, -yemen, fight, citi 
##  Topic 2: aden, --, secur, gulf, threat 
##  Topic 3: suspect, kill, say, al-qaeda, suicid 
##  Topic 4: yemen, kill, soldier, drone, two 
##  Topic 5: yemeni, middl, gunmen, offic, al-qa'idah 
##  Topic 6: clash, --, us, yemen, al-qaida 
##  Topic 7: --, attack, offici, strike, dead 
##  Topic 8: qaeda, milit, six, --, found 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -4.150, relative change = 2.506e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -4.149, relative change = 2.033e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -4.148, relative change = 1.567e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -4.148, relative change = 1.268e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -4.147, relative change = 1.189e-04) 
## Topic 1: armi, --, -yemen, fight, ministri 
##  Topic 2: aden, --, secur, gulf, threat 
##  Topic 3: suspect, kill, say, al-qaeda, suicid 
##  Topic 4: yemen, kill, soldier, drone, two 
##  Topic 5: yemeni, middl, gunmen, offic, al-qa'idah 
##  Topic 6: clash, --, yemen, al-qaida, us 
##  Topic 7: --, attack, offici, strike, dead 
##  Topic 8: qaeda, milit, six, --, found 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -4.147, relative change = 1.155e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -4.146, relative change = 1.374e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -4.145, relative change = 2.439e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -4.144, relative change = 3.268e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -4.143, relative change = 2.246e-04) 
## Topic 1: armi, --, -yemen, ministri, fight 
##  Topic 2: aden, --, secur, gulf, threat 
##  Topic 3: suspect, kill, say, al-qaeda, suicid 
##  Topic 4: yemen, kill, soldier, drone, two 
##  Topic 5: yemeni, middl, gunmen, offic, al-qa'idah 
##  Topic 6: clash, --, yemen, al-qaida, us 
##  Topic 7: --, attack, offici, strike, dead 
##  Topic 8: qaeda, milit, six, --, found 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -4.142, relative change = 1.580e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -4.142, relative change = 1.324e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -4.141, relative change = 1.213e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -4.141, relative change = 1.202e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -4.140, relative change = 1.265e-04) 
## Topic 1: armi, --, -yemen, ministri, fight 
##  Topic 2: aden, --, secur, gulf, threat 
##  Topic 3: suspect, kill, say, al-qaeda, suicid 
##  Topic 4: yemen, kill, soldier, drone, two 
##  Topic 5: yemeni, middl, gunmen, offic, al-qa'idah 
##  Topic 6: clash, --, yemen, al-qaida, us 
##  Topic 7: --, attack, offici, strike, dead 
##  Topic 8: qaeda, milit, six, --, air 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -4.139, relative change = 1.276e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 57 (approx. per word bound = -4.139, relative change = 1.247e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 58 (approx. per word bound = -4.138, relative change = 1.276e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 59 (approx. per word bound = -4.138, relative change = 1.408e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 60 (approx. per word bound = -4.137, relative change = 1.608e-04) 
## Topic 1: armi, --, -yemen, ministri, fight 
##  Topic 2: aden, --, secur, gulf, threat 
##  Topic 3: suspect, kill, say, al-qaeda, suicid 
##  Topic 4: yemen, kill, soldier, drone, two 
##  Topic 5: yemeni, middl, gunmen, offic, al-qa'idah 
##  Topic 6: clash, --, yemen, al-qaida, us 
##  Topic 7: --, attack, offici, strike, secur 
##  Topic 8: qaeda, milit, six, --, air 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 61 (approx. per word bound = -4.136, relative change = 1.801e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 62 (approx. per word bound = -4.136, relative change = 1.636e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 63 (approx. per word bound = -4.135, relative change = 1.190e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 64 (approx. per word bound = -4.135, relative change = 9.790e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 65 (approx. per word bound = -4.134, relative change = 9.090e-05) 
## Topic 1: armi, --, -yemen, ministri, fight 
##  Topic 2: aden, --, secur, gulf, threat 
##  Topic 3: suspect, kill, say, al-qaeda, suicid 
##  Topic 4: yemen, kill, soldier, drone, two 
##  Topic 5: yemeni, middl, gunmen, offic, al-qa'idah 
##  Topic 6: clash, --, yemen, al-qaida, us 
##  Topic 7: --, attack, offici, strike, secur 
##  Topic 8: qaeda, milit, six, --, air 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 66 (approx. per word bound = -4.134, relative change = 8.980e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 67 (approx. per word bound = -4.134, relative change = 9.014e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 68 (approx. per word bound = -4.133, relative change = 8.996e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 69 (approx. per word bound = -4.133, relative change = 8.372e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 70 (approx. per word bound = -4.133, relative change = 7.392e-05) 
## Topic 1: armi, --, -yemen, ministri, fight 
##  Topic 2: aden, --, secur, gulf, threat 
##  Topic 3: suspect, kill, say, al-qaeda, suicid 
##  Topic 4: yemen, kill, soldier, drone, two 
##  Topic 5: yemeni, middl, gunmen, offic, al-qa'idah 
##  Topic 6: clash, --, yemen, al-qaida, us 
##  Topic 7: --, attack, offici, strike, secur 
##  Topic 8: qaeda, milit, six, air, -- 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 71 (approx. per word bound = -4.132, relative change = 6.663e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 72 (approx. per word bound = -4.132, relative change = 6.234e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 73 (approx. per word bound = -4.132, relative change = 5.821e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 74 (approx. per word bound = -4.132, relative change = 5.290e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 75 (approx. per word bound = -4.132, relative change = 4.892e-05) 
## Topic 1: armi, --, -yemen, ministri, fight 
##  Topic 2: aden, --, secur, gulf, threat 
##  Topic 3: suspect, say, kill, al-qaeda, suicid 
##  Topic 4: yemen, kill, soldier, drone, two 
##  Topic 5: yemeni, middl, gunmen, offic, al-qa'idah 
##  Topic 6: clash, --, yemen, al-qaida, us 
##  Topic 7: --, attack, offici, strike, secur 
##  Topic 8: qaeda, milit, six, air, -- 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 76 (approx. per word bound = -4.131, relative change = 4.897e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 77 (approx. per word bound = -4.131, relative change = 5.429e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 78 (approx. per word bound = -4.131, relative change = 6.344e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 79 (approx. per word bound = -4.131, relative change = 8.015e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 80 (approx. per word bound = -4.130, relative change = 1.171e-04) 
## Topic 1: armi, --, -yemen, ministri, fight 
##  Topic 2: aden, --, secur, gulf, threat 
##  Topic 3: suspect, say, al-qaeda, kill, suicid 
##  Topic 4: kill, yemen, soldier, drone, two 
##  Topic 5: yemeni, middl, gunmen, offic, al-qa'idah 
##  Topic 6: clash, --, yemen, al-qaida, us 
##  Topic 7: --, attack, offici, strike, secur 
##  Topic 8: qaeda, milit, six, air, -- 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 81 (approx. per word bound = -4.129, relative change = 1.372e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 82 (approx. per word bound = -4.129, relative change = 9.131e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 83 (approx. per word bound = -4.129, relative change = 6.543e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 84 (approx. per word bound = -4.129, relative change = 6.492e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 85 (approx. per word bound = -4.128, relative change = 7.471e-05) 
## Topic 1: armi, --, -yemen, ministri, fight 
##  Topic 2: aden, --, secur, gulf, threat 
##  Topic 3: suspect, say, al-qaeda, kill, suicid 
##  Topic 4: kill, yemen, soldier, drone, two 
##  Topic 5: yemeni, middl, gunmen, offic, al-qa'idah 
##  Topic 6: clash, --, yemen, al-qaida, us 
##  Topic 7: --, attack, offici, strike, secur 
##  Topic 8: qaeda, milit, six, air, found 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 86 (approx. per word bound = -4.128, relative change = 9.405e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 87 (approx. per word bound = -4.127, relative change = 1.086e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 88 (approx. per word bound = -4.127, relative change = 1.174e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 89 (approx. per word bound = -4.127, relative change = 9.349e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 90 (approx. per word bound = -4.126, relative change = 7.564e-05) 
## Topic 1: armi, --, -yemen, ministri, fight 
##  Topic 2: aden, --, secur, gulf, threat 
##  Topic 3: suspect, say, al-qaeda, kill, suicid 
##  Topic 4: kill, yemen, soldier, drone, two 
##  Topic 5: yemeni, middl, gunmen, offic, al-qa'idah 
##  Topic 6: clash, --, yemen, al-qaida, us 
##  Topic 7: --, attack, offici, strike, dead 
##  Topic 8: qaeda, milit, six, air, strike 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 91 (approx. per word bound = -4.126, relative change = 6.098e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 92 (approx. per word bound = -4.126, relative change = 5.538e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 93 (approx. per word bound = -4.126, relative change = 5.109e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 94 (approx. per word bound = -4.125, relative change = 4.686e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 95 (approx. per word bound = -4.125, relative change = 4.600e-05) 
## Topic 1: armi, --, -yemen, ministri, fight 
##  Topic 2: aden, --, secur, gulf, threat 
##  Topic 3: suspect, say, al-qaeda, al, kill 
##  Topic 4: kill, yemen, soldier, drone, two 
##  Topic 5: yemeni, middl, gunmen, offic, al-qa'idah 
##  Topic 6: clash, --, yemen, al-qaida, us 
##  Topic 7: --, attack, offici, strike, dead 
##  Topic 8: qaeda, milit, six, air, strike 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 96 (approx. per word bound = -4.125, relative change = 4.983e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 97 (approx. per word bound = -4.125, relative change = 5.941e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 98 (approx. per word bound = -4.124, relative change = 7.010e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 99 (approx. per word bound = -4.124, relative change = 7.629e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 100 (approx. per word bound = -4.124, relative change = 7.240e-05) 
## Topic 1: armi, --, -yemen, ministri, fight 
##  Topic 2: aden, --, secur, gulf, threat 
##  Topic 3: suspect, say, al-qaeda, al, kill 
##  Topic 4: kill, yemen, soldier, drone, two 
##  Topic 5: yemeni, middl, gunmen, offic, al-qa'idah 
##  Topic 6: clash, --, yemen, al-qaida, us 
##  Topic 7: --, attack, offici, strike, dead 
##  Topic 8: qaeda, milit, six, air, strike 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 101 (approx. per word bound = -4.124, relative change = 6.837e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 102 (approx. per word bound = -4.123, relative change = 5.977e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 103 (approx. per word bound = -4.123, relative change = 6.674e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 104 (approx. per word bound = -4.123, relative change = 7.255e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 105 (approx. per word bound = -4.122, relative change = 6.555e-05) 
## Topic 1: armi, --, -yemen, ministri, fight 
##  Topic 2: aden, --, secur, gulf, threat 
##  Topic 3: suspect, say, al-qaeda, al, kill 
##  Topic 4: kill, yemen, soldier, drone, two 
##  Topic 5: yemeni, middl, gunmen, offic, al-qa'idah 
##  Topic 6: clash, --, yemen, al-qaida, us 
##  Topic 7: --, attack, offici, strike, three 
##  Topic 8: qaeda, milit, air, six, strike 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 106 (approx. per word bound = -4.122, relative change = 6.157e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 107 (approx. per word bound = -4.122, relative change = 5.666e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 108 (approx. per word bound = -4.122, relative change = 4.984e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 109 (approx. per word bound = -4.122, relative change = 4.345e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 110 (approx. per word bound = -4.121, relative change = 3.877e-05) 
## Topic 1: armi, --, -yemen, ministri, fight 
##  Topic 2: aden, --, secur, gulf, threat 
##  Topic 3: suspect, say, al-qaeda, al, kill 
##  Topic 4: kill, yemen, soldier, drone, two 
##  Topic 5: yemeni, middl, gunmen, offic, al-qa'idah 
##  Topic 6: clash, yemen, --, al-qaida, us 
##  Topic 7: --, attack, offici, strike, three 
##  Topic 8: qaeda, milit, air, six, strike 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 111 (approx. per word bound = -4.121, relative change = 3.566e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 112 (approx. per word bound = -4.121, relative change = 3.426e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 113 (approx. per word bound = -4.121, relative change = 3.562e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 114 (approx. per word bound = -4.121, relative change = 4.057e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 115 (approx. per word bound = -4.121, relative change = 4.766e-05) 
## Topic 1: armi, --, -yemen, ministri, fight 
##  Topic 2: aden, --, secur, gulf, threat 
##  Topic 3: suspect, say, al-qaeda, al, kill 
##  Topic 4: kill, yemen, soldier, drone, two 
##  Topic 5: yemeni, middl, gunmen, offic, al-qa'idah 
##  Topic 6: clash, yemen, --, al-qaida, us 
##  Topic 7: --, attack, offici, yemen, three 
##  Topic 8: qaeda, milit, strike, air, six 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 116 (approx. per word bound = -4.120, relative change = 5.456e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 117 (approx. per word bound = -4.120, relative change = 5.977e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 118 (approx. per word bound = -4.120, relative change = 6.090e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 119 (approx. per word bound = -4.120, relative change = 5.665e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 120 (approx. per word bound = -4.119, relative change = 5.117e-05) 
## Topic 1: armi, --, -yemen, ministri, fight 
##  Topic 2: aden, --, secur, gulf, threat 
##  Topic 3: suspect, say, al-qaeda, al, kill 
##  Topic 4: kill, yemen, soldier, drone, two 
##  Topic 5: yemeni, middl, gunmen, offic, al-qa'idah 
##  Topic 6: clash, yemen, --, al-qaida, us 
##  Topic 7: --, attack, offici, yemen, three 
##  Topic 8: qaeda, milit, strike, air, six 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 121 (approx. per word bound = -4.119, relative change = 4.757e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 122 (approx. per word bound = -4.119, relative change = 4.705e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 123 (approx. per word bound = -4.119, relative change = 4.616e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 124 (approx. per word bound = -4.119, relative change = 4.188e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 125 (approx. per word bound = -4.119, relative change = 3.813e-05) 
## Topic 1: armi, --, -yemen, ministri, fight 
##  Topic 2: aden, --, secur, gulf, threat 
##  Topic 3: suspect, say, al-qaeda, al, qaeda 
##  Topic 4: kill, yemen, soldier, drone, two 
##  Topic 5: yemeni, middl, gunmen, offic, al-qa'idah 
##  Topic 6: clash, yemen, --, al-qaida, us 
##  Topic 7: --, attack, offici, yemen, three 
##  Topic 8: qaeda, milit, strike, air, six 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 126 (approx. per word bound = -4.118, relative change = 3.825e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 127 (approx. per word bound = -4.118, relative change = 5.106e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 128 (approx. per word bound = -4.118, relative change = 8.491e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 129 (approx. per word bound = -4.117, relative change = 7.628e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 130 (approx. per word bound = -4.117, relative change = 4.006e-05) 
## Topic 1: armi, --, -yemen, ministri, fight 
##  Topic 2: aden, --, secur, gulf, threat 
##  Topic 3: suspect, qaeda, say, al-qaeda, al 
##  Topic 4: kill, yemen, soldier, drone, two 
##  Topic 5: yemeni, middl, gunmen, offic, al-qa'idah 
##  Topic 6: clash, yemen, --, al-qaida, us 
##  Topic 7: --, attack, offici, yemen, three 
##  Topic 8: qaeda, milit, strike, air, six 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 131 (approx. per word bound = -4.117, relative change = 3.612e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 132 (approx. per word bound = -4.117, relative change = 3.364e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 133 (approx. per word bound = -4.117, relative change = 2.982e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 134 (approx. per word bound = -4.117, relative change = 2.573e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 135 (approx. per word bound = -4.117, relative change = 2.222e-05) 
## Topic 1: armi, --, -yemen, ministri, battl 
##  Topic 2: aden, --, secur, gulf, threat 
##  Topic 3: suspect, qaeda, say, al-qaeda, al 
##  Topic 4: kill, yemen, soldier, drone, two 
##  Topic 5: yemeni, middl, gunmen, offic, al-qa'idah 
##  Topic 6: clash, yemen, --, al-qaida, us 
##  Topic 7: --, attack, offici, yemen, three 
##  Topic 8: qaeda, milit, strike, air, six 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 136 (approx. per word bound = -4.117, relative change = 2.080e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 137 (approx. per word bound = -4.117, relative change = 1.970e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 138 (approx. per word bound = -4.116, relative change = 2.061e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 139 (approx. per word bound = -4.116, relative change = 1.555e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 140 (approx. per word bound = -4.116, relative change = 1.039e-05) 
## Topic 1: armi, --, -yemen, ministri, battl 
##  Topic 2: aden, --, secur, gulf, threat 
##  Topic 3: suspect, qaeda, say, al-qaeda, al 
##  Topic 4: kill, yemen, soldier, drone, two 
##  Topic 5: yemeni, middl, gunmen, offic, al-qa'idah 
##  Topic 6: clash, yemen, --, al-qaida, dead 
##  Topic 7: --, attack, offici, yemen, three 
##  Topic 8: qaeda, milit, strike, air, six 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      .........
##   Recovering initialization...
##      ......
## Initialization complete.
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.946) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.578, relative change = 7.431e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.444, relative change = 2.936e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.375, relative change = 1.543e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.339, relative change = 8.304e-03) 
## Topic 1: middl, houthi, al-qa'idah, central, claim 
##  Topic 2: middl, al-qa'idah, bomber, element, suicid 
##  Topic 3: --, attack, offici, gunmen, threat 
##  Topic 4: secur, strike, gulf, kill, forc 
##  Topic 5: armi, critic, say, air, raid 
##  Topic 6: qaeda, milit, us, two, al 
##  Topic 7: yemen, kill, suspect, soldier, yemeni 
##  Topic 8: intellig, six, local, tribe, escap 
##  Topic 9: militari, polic, yemeni, suicid, ministri 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.313, relative change = 5.906e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.290, relative change = 5.418e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.273, relative change = 3.868e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.263, relative change = 2.362e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.256, relative change = 1.772e-03) 
## Topic 1: middl, claim, houthi, central, rebel 
##  Topic 2: middl, al-qa'idah, suicid, bomber, two 
##  Topic 3: --, attack, offici, gunmen, threat 
##  Topic 4: secur, aden, strike, gulf, forc 
##  Topic 5: armi, critic, say, air, raid 
##  Topic 6: qaeda, milit, us, two, al 
##  Topic 7: yemen, kill, suspect, soldier, clash 
##  Topic 8: intellig, six, local, tribe, escap 
##  Topic 9: yemeni, militari, polic, ministri, leader 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.250, relative change = 1.367e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.246, relative change = 1.048e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.242, relative change = 8.231e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.238, relative change = 8.558e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.234, relative change = 9.711e-04) 
## Topic 1: middl, claim, houthi, central, rebel 
##  Topic 2: middl, al-qa'idah, suicid, two, bomber 
##  Topic 3: --, attack, offici, gunmen, dead 
##  Topic 4: secur, aden, strike, gulf, forc 
##  Topic 5: armi, critic, say, air, raid 
##  Topic 6: qaeda, milit, us, two, al 
##  Topic 7: yemen, kill, suspect, soldier, clash 
##  Topic 8: intellig, six, local, tribe, escap 
##  Topic 9: yemeni, militari, polic, ministri, leader 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.231, relative change = 8.865e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -4.226, relative change = 9.873e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -4.221, relative change = 1.164e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -4.217, relative change = 1.020e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.214, relative change = 6.966e-04) 
## Topic 1: middl, claim, houthi, rebel, central 
##  Topic 2: middl, al-qa'idah, suicid, two, bomber 
##  Topic 3: --, attack, offici, gunmen, dead 
##  Topic 4: secur, aden, strike, gulf, forc 
##  Topic 5: armi, critic, threat, say, air 
##  Topic 6: qaeda, milit, two, us, al 
##  Topic 7: yemen, kill, suspect, soldier, clash 
##  Topic 8: intellig, six, local, tribe, escap 
##  Topic 9: yemeni, militari, polic, bomb, ministri 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.212, relative change = 5.339e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -4.210, relative change = 4.406e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -4.208, relative change = 3.905e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -4.207, relative change = 3.951e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -4.205, relative change = 4.725e-04) 
## Topic 1: middl, claim, houthi, rebel, central 
##  Topic 2: middl, al-qa'idah, suicid, two, bomber 
##  Topic 3: --, attack, offici, gunmen, dead 
##  Topic 4: secur, aden, strike, gulf, forc 
##  Topic 5: armi, critic, threat, say, air 
##  Topic 6: qaeda, milit, two, us, al 
##  Topic 7: yemen, kill, suspect, soldier, clash 
##  Topic 8: intellig, six, local, tribe, escap 
##  Topic 9: yemeni, militari, polic, bomb, al-qaida 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 26 (approx. per word bound = -4.203, relative change = 5.074e-04) 
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## Completing Iteration 27 (approx. per word bound = -4.200, relative change = 5.785e-04) 
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## Completing Iteration 28 (approx. per word bound = -4.197, relative change = 7.266e-04) 
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## Completing Iteration 29 (approx. per word bound = -4.193, relative change = 9.627e-04) 
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## Completing Iteration 30 (approx. per word bound = -4.188, relative change = 1.329e-03) 
## Topic 1: middl, yemen, claim, houthi, rebel 
##  Topic 2: middl, al-qa'idah, suicid, two, attack 
##  Topic 3: --, attack, offici, dead, gunmen 
##  Topic 4: secur, aden, strike, gulf, threat 
##  Topic 5: armi, say, air, raid, -yemen 
##  Topic 6: qaeda, milit, two, us, al 
##  Topic 7: yemen, kill, suspect, soldier, clash 
##  Topic 8: intellig, six, civilian, local, tribe 
##  Topic 9: yemeni, bomb, militari, polic, al-qaida 
## .....................................................................................................
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## Completing Iteration 31 (approx. per word bound = -4.181, relative change = 1.619e-03) 
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## Completing Iteration 32 (approx. per word bound = -4.175, relative change = 1.390e-03) 
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## Completing Iteration 33 (approx. per word bound = -4.171, relative change = 9.575e-04) 
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## Completing Iteration 34 (approx. per word bound = -4.168, relative change = 7.213e-04) 
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## Completing Iteration 35 (approx. per word bound = -4.166, relative change = 5.872e-04) 
## Topic 1: yemen, middl, claim, houthi, central 
##  Topic 2: middl, al-qa'idah, suicid, forc, two 
##  Topic 3: --, offici, attack, dead, gunmen 
##  Topic 4: secur, aden, strike, gulf, threat 
##  Topic 5: armi, say, air, al-qaeda, raid 
##  Topic 6: qaeda, milit, two, us, al 
##  Topic 7: yemen, kill, suspect, soldier, clash 
##  Topic 8: intellig, six, civilian, local, tribe 
##  Topic 9: yemeni, bomb, militari, polic, al-qaida 
## .....................................................................................................
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## Completing Iteration 36 (approx. per word bound = -4.163, relative change = 5.383e-04) 
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## Completing Iteration 37 (approx. per word bound = -4.161, relative change = 4.929e-04) 
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## Completing Iteration 38 (approx. per word bound = -4.159, relative change = 5.346e-04) 
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## Completing Iteration 39 (approx. per word bound = -4.157, relative change = 4.917e-04) 
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## Completing Iteration 40 (approx. per word bound = -4.155, relative change = 4.353e-04) 
## Topic 1: yemen, middl, claim, houthi, peopl 
##  Topic 2: middl, al-qa'idah, forc, suicid, offic 
##  Topic 3: --, offici, attack, dead, gunmen 
##  Topic 4: secur, --, aden, strike, gulf 
##  Topic 5: armi, say, air, al-qaeda, raid 
##  Topic 6: qaeda, milit, two, us, al 
##  Topic 7: yemen, kill, suspect, soldier, clash 
##  Topic 8: intellig, six, civilian, local, tribe 
##  Topic 9: yemeni, bomb, militari, polic, al-qaida 
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## Completing Iteration 41 (approx. per word bound = -4.153, relative change = 4.341e-04) 
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## Completing Iteration 42 (approx. per word bound = -4.152, relative change = 4.285e-04) 
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## Completing Iteration 43 (approx. per word bound = -4.150, relative change = 4.568e-04) 
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## Completing Iteration 44 (approx. per word bound = -4.148, relative change = 4.930e-04) 
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## Completing Iteration 45 (approx. per word bound = -4.146, relative change = 5.104e-04) 
## Topic 1: yemen, middl, claim, houthi, peopl 
##  Topic 2: middl, al-qa'idah, offic, forc, suicid 
##  Topic 3: --, offici, attack, dead, gunmen 
##  Topic 4: secur, --, aden, gulf, threat 
##  Topic 5: armi, say, air, al-qaeda, raid 
##  Topic 6: qaeda, milit, two, us, al 
##  Topic 7: yemen, kill, suspect, soldier, clash 
##  Topic 8: intellig, six, civilian, local, tribe 
##  Topic 9: yemeni, bomb, militari, polic, attack 
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## Completing Iteration 46 (approx. per word bound = -4.143, relative change = 4.946e-04) 
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## Completing Iteration 47 (approx. per word bound = -4.141, relative change = 5.634e-04) 
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## Completing Iteration 48 (approx. per word bound = -4.138, relative change = 7.001e-04) 
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## Completing Iteration 49 (approx. per word bound = -4.135, relative change = 6.931e-04) 
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## Completing Iteration 50 (approx. per word bound = -4.133, relative change = 5.402e-04) 
## Topic 1: yemen, middl, claim, houthi, peopl 
##  Topic 2: middl, offic, al-qa'idah, forc, suicid 
##  Topic 3: --, offici, attack, dead, gunmen 
##  Topic 4: secur, --, aden, gulf, threat 
##  Topic 5: armi, say, air, al-qaeda, raid 
##  Topic 6: qaeda, milit, two, us, al 
##  Topic 7: yemen, kill, suspect, soldier, clash 
##  Topic 8: intellig, six, civilian, local, tribe 
##  Topic 9: yemeni, bomb, attack, militari, polic 
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## Completing Iteration 51 (approx. per word bound = -4.131, relative change = 4.380e-04) 
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## Completing Iteration 52 (approx. per word bound = -4.130, relative change = 3.720e-04) 
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## Completing Iteration 53 (approx. per word bound = -4.128, relative change = 3.382e-04) 
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## Completing Iteration 54 (approx. per word bound = -4.127, relative change = 2.730e-04) 
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## Completing Iteration 55 (approx. per word bound = -4.126, relative change = 2.112e-04) 
## Topic 1: yemen, middl, kill, claim, houthi 
##  Topic 2: middl, offic, al-qa'idah, forc, suicid 
##  Topic 3: --, offici, attack, dead, gunmen 
##  Topic 4: secur, --, aden, gulf, threat 
##  Topic 5: armi, say, air, al-qaeda, raid 
##  Topic 6: qaeda, milit, two, al, five 
##  Topic 7: yemen, kill, soldier, suspect, clash 
##  Topic 8: intellig, six, us, civilian, local 
##  Topic 9: yemeni, attack, bomb, militari, polic 
## .....................................................................................................
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## Completing Iteration 56 (approx. per word bound = -4.125, relative change = 2.176e-04) 
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## Completing Iteration 57 (approx. per word bound = -4.125, relative change = 1.868e-04) 
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## Completing Iteration 58 (approx. per word bound = -4.124, relative change = 1.663e-04) 
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## Completing Iteration 59 (approx. per word bound = -4.123, relative change = 1.673e-04) 
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## Completing Iteration 60 (approx. per word bound = -4.123, relative change = 1.632e-04) 
## Topic 1: yemen, middl, kill, claim, houthi 
##  Topic 2: middl, offic, al-qa'idah, forc, suicid 
##  Topic 3: --, offici, attack, dead, gunmen 
##  Topic 4: secur, --, aden, gulf, threat 
##  Topic 5: armi, say, air, al-qaeda, raid 
##  Topic 6: qaeda, milit, two, al, five 
##  Topic 7: yemen, kill, soldier, suspect, clash 
##  Topic 8: intellig, us, six, civilian, drone 
##  Topic 9: yemeni, attack, bomb, militari, polic 
## .....................................................................................................
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## Completing Iteration 61 (approx. per word bound = -4.122, relative change = 1.604e-04) 
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## Completing Iteration 62 (approx. per word bound = -4.121, relative change = 1.987e-04) 
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## Completing Iteration 63 (approx. per word bound = -4.120, relative change = 2.164e-04) 
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## Completing Iteration 64 (approx. per word bound = -4.119, relative change = 2.165e-04) 
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## Completing Iteration 65 (approx. per word bound = -4.119, relative change = 2.143e-04) 
## Topic 1: yemen, middl, kill, claim, houthi 
##  Topic 2: middl, offic, al-qa'idah, forc, suicid 
##  Topic 3: --, offici, dead, attack, gunmen 
##  Topic 4: secur, --, aden, gulf, threat 
##  Topic 5: armi, say, air, al-qaeda, raid 
##  Topic 6: qaeda, milit, two, al, five 
##  Topic 7: yemen, kill, soldier, suspect, clash 
##  Topic 8: us, intellig, six, drone, civilian 
##  Topic 9: yemeni, attack, bomb, militari, polic 
## .....................................................................................................
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## Completing Iteration 66 (approx. per word bound = -4.118, relative change = 1.978e-04) 
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## Completing Iteration 67 (approx. per word bound = -4.117, relative change = 1.751e-04) 
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## Completing Iteration 68 (approx. per word bound = -4.116, relative change = 1.769e-04) 
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## Completing Iteration 69 (approx. per word bound = -4.115, relative change = 1.926e-04) 
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## Completing Iteration 70 (approx. per word bound = -4.115, relative change = 2.110e-04) 
## Topic 1: yemen, middl, kill, claim, houthi 
##  Topic 2: middl, offic, al-qa'idah, yemeni, forc 
##  Topic 3: --, offici, dead, gunmen, attack 
##  Topic 4: secur, --, aden, gulf, threat 
##  Topic 5: armi, air, say, al-qaeda, raid 
##  Topic 6: qaeda, milit, two, al, five 
##  Topic 7: yemen, kill, soldier, suspect, clash 
##  Topic 8: drone, us, intellig, six, strike 
##  Topic 9: yemeni, attack, bomb, militari, polic 
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## Completing Iteration 71 (approx. per word bound = -4.114, relative change = 2.506e-04) 
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## Completing Iteration 72 (approx. per word bound = -4.112, relative change = 2.586e-04) 
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## Completing Iteration 73 (approx. per word bound = -4.112, relative change = 1.928e-04) 
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## Completing Iteration 74 (approx. per word bound = -4.111, relative change = 1.784e-04) 
## .....................................................................................................
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## Completing Iteration 75 (approx. per word bound = -4.110, relative change = 1.767e-04) 
## Topic 1: yemen, middl, --, kill, claim 
##  Topic 2: middl, offic, yemeni, al-qa'idah, forc 
##  Topic 3: --, offici, dead, gunmen, attack 
##  Topic 4: secur, --, aden, gulf, threat 
##  Topic 5: armi, air, al-qaeda, raid, say 
##  Topic 6: qaeda, milit, two, al, five 
##  Topic 7: yemen, kill, soldier, suspect, clash 
##  Topic 8: drone, strike, us, intellig, six 
##  Topic 9: yemeni, attack, bomb, militari, polic 
## .....................................................................................................
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## Completing Iteration 76 (approx. per word bound = -4.110, relative change = 1.770e-04) 
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## Completing Iteration 77 (approx. per word bound = -4.109, relative change = 1.858e-04) 
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## Completing Iteration 78 (approx. per word bound = -4.108, relative change = 2.105e-04) 
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## Completing Iteration 79 (approx. per word bound = -4.107, relative change = 2.537e-04) 
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## Completing Iteration 80 (approx. per word bound = -4.106, relative change = 3.092e-04) 
## Topic 1: yemen, --, middl, kill, claim 
##  Topic 2: middl, offic, yemeni, al-qa'idah, forc 
##  Topic 3: --, offici, dead, gunmen, attack 
##  Topic 4: secur, --, aden, gulf, threat 
##  Topic 5: armi, air, al-qaeda, raid, say 
##  Topic 6: qaeda, milit, two, al, five 
##  Topic 7: yemen, kill, soldier, suspect, clash 
##  Topic 8: drone, strike, us, six, intellig 
##  Topic 9: attack, yemeni, bomb, militari, gunmen 
## .....................................................................................................
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## Completing Iteration 81 (approx. per word bound = -4.104, relative change = 3.503e-04) 
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## Completing Iteration 82 (approx. per word bound = -4.103, relative change = 3.457e-04) 
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## Completing Iteration 83 (approx. per word bound = -4.102, relative change = 2.884e-04) 
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## Completing Iteration 84 (approx. per word bound = -4.100, relative change = 2.678e-04) 
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## Completing Iteration 85 (approx. per word bound = -4.099, relative change = 2.581e-04) 
## Topic 1: yemen, --, middl, kill, claim 
##  Topic 2: middl, offic, yemeni, al-qa'idah, intellig 
##  Topic 3: --, offici, dead, gunmen, attack 
##  Topic 4: secur, --, aden, gulf, threat 
##  Topic 5: armi, air, al-qaeda, raid, say 
##  Topic 6: qaeda, milit, two, five, al 
##  Topic 7: yemen, kill, soldier, suspect, clash 
##  Topic 8: drone, strike, us, six, civilian 
##  Topic 9: attack, yemeni, bomb, gunmen, militari 
## .....................................................................................................
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## Completing Iteration 86 (approx. per word bound = -4.098, relative change = 2.513e-04) 
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## Completing Iteration 87 (approx. per word bound = -4.097, relative change = 2.342e-04) 
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## Completing Iteration 88 (approx. per word bound = -4.097, relative change = 2.026e-04) 
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## Completing Iteration 89 (approx. per word bound = -4.096, relative change = 1.621e-04) 
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## Completing Iteration 90 (approx. per word bound = -4.095, relative change = 1.334e-04) 
## Topic 1: yemen, --, middl, kill, claim 
##  Topic 2: yemeni, middl, offic, al-qa'idah, secur 
##  Topic 3: --, offici, dead, gunmen, fighter 
##  Topic 4: secur, --, aden, gulf, threat 
##  Topic 5: armi, air, al-qaeda, raid, -yemen 
##  Topic 6: qaeda, milit, two, five, four 
##  Topic 7: yemen, kill, soldier, suspect, clash 
##  Topic 8: drone, strike, us, six, civilian 
##  Topic 9: attack, yemeni, bomb, gunmen, militari 
## .....................................................................................................
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## Completing Iteration 91 (approx. per word bound = -4.095, relative change = 1.288e-04) 
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## Completing Iteration 92 (approx. per word bound = -4.094, relative change = 1.427e-04) 
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## Completing Iteration 93 (approx. per word bound = -4.094, relative change = 1.661e-04) 
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## Completing Iteration 94 (approx. per word bound = -4.093, relative change = 1.813e-04) 
## .....................................................................................................
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## Completing Iteration 95 (approx. per word bound = -4.092, relative change = 1.633e-04) 
## Topic 1: yemen, --, middl, kill, claim 
##  Topic 2: yemeni, offic, middl, al-qa'idah, secur 
##  Topic 3: --, offici, dead, gunmen, fighter 
##  Topic 4: secur, --, aden, gulf, threat 
##  Topic 5: armi, air, al-qaeda, raid, -yemen 
##  Topic 6: qaeda, milit, two, five, four 
##  Topic 7: yemen, kill, soldier, suspect, clash 
##  Topic 8: drone, strike, us, six, yemen 
##  Topic 9: attack, yemeni, gunmen, bomb, militari 
## .....................................................................................................
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## Completing Iteration 96 (approx. per word bound = -4.092, relative change = 1.356e-04) 
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## Completing Iteration 97 (approx. per word bound = -4.091, relative change = 1.530e-04) 
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## Completing Iteration 98 (approx. per word bound = -4.091, relative change = 1.038e-04) 
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## Completing Iteration 99 (approx. per word bound = -4.090, relative change = 5.148e-05) 
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## Completing Iteration 100 (approx. per word bound = -4.090, relative change = 4.498e-05) 
## Topic 1: yemen, --, middl, kill, claim 
##  Topic 2: yemeni, offic, middl, al-qa'idah, secur 
##  Topic 3: --, offici, dead, gunmen, fighter 
##  Topic 4: --, secur, aden, gulf, threat 
##  Topic 5: armi, air, al-qaeda, raid, -yemen 
##  Topic 6: qaeda, milit, two, five, four 
##  Topic 7: yemen, kill, soldier, suspect, clash 
##  Topic 8: drone, strike, us, six, al-qaida 
##  Topic 9: attack, yemeni, gunmen, bomb, militari 
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## Completing Iteration 101 (approx. per word bound = -4.090, relative change = 4.354e-05) 
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## Completing Iteration 102 (approx. per word bound = -4.090, relative change = 4.549e-05) 
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## Completing Iteration 103 (approx. per word bound = -4.090, relative change = 5.010e-05) 
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## Completing Iteration 104 (approx. per word bound = -4.089, relative change = 5.232e-05) 
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## Completing Iteration 105 (approx. per word bound = -4.089, relative change = 5.015e-05) 
## Topic 1: yemen, --, middl, kill, claim 
##  Topic 2: yemeni, offic, middl, al-qa'idah, secur 
##  Topic 3: --, offici, dead, gunmen, fighter 
##  Topic 4: aden, --, secur, gulf, threat 
##  Topic 5: armi, air, al-qaeda, raid, -yemen 
##  Topic 6: qaeda, milit, two, five, four 
##  Topic 7: yemen, kill, soldier, suspect, clash 
##  Topic 8: drone, strike, us, six, al-qaida 
##  Topic 9: attack, yemeni, gunmen, bomb, militari 
## .....................................................................................................
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## Completing Iteration 106 (approx. per word bound = -4.089, relative change = 4.617e-05) 
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## Completing Iteration 107 (approx. per word bound = -4.089, relative change = 4.139e-05) 
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## Completing Iteration 108 (approx. per word bound = -4.089, relative change = 3.593e-05) 
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## Completing Iteration 109 (approx. per word bound = -4.089, relative change = 3.082e-05) 
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## Completed E-Step (0 seconds). 
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## Completing Iteration 110 (approx. per word bound = -4.088, relative change = 2.774e-05) 
## Topic 1: yemen, --, middl, kill, claim 
##  Topic 2: yemeni, offic, middl, secur, al-qa'idah 
##  Topic 3: --, offici, dead, gunmen, fighter 
##  Topic 4: aden, --, secur, gulf, threat 
##  Topic 5: armi, air, al-qaeda, raid, -yemen 
##  Topic 6: qaeda, milit, two, five, four 
##  Topic 7: yemen, kill, soldier, suspect, clash 
##  Topic 8: drone, strike, us, six, al-qaida 
##  Topic 9: attack, yemeni, gunmen, bomb, militari 
## .....................................................................................................
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## Completing Iteration 111 (approx. per word bound = -4.088, relative change = 2.671e-05) 
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## Completing Iteration 112 (approx. per word bound = -4.088, relative change = 2.975e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 113 (approx. per word bound = -4.088, relative change = 3.568e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 114 (approx. per word bound = -4.088, relative change = 4.191e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 115 (approx. per word bound = -4.088, relative change = 2.768e-05) 
## Topic 1: yemen, --, middl, kill, claim 
##  Topic 2: yemeni, offic, middl, secur, al-qa'idah 
##  Topic 3: --, offici, dead, gunmen, die 
##  Topic 4: aden, --, secur, gulf, threat 
##  Topic 5: armi, air, al-qaeda, raid, -yemen 
##  Topic 6: qaeda, milit, two, five, four 
##  Topic 7: yemen, kill, soldier, suspect, clash 
##  Topic 8: drone, strike, us, six, al-qaida 
##  Topic 9: attack, yemeni, gunmen, bomb, militari 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 116 (approx. per word bound = -4.088, relative change = 2.088e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 117 (approx. per word bound = -4.088, relative change = 2.278e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 118 (approx. per word bound = -4.087, relative change = 2.694e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 119 (approx. per word bound = -4.087, relative change = 3.041e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 120 (approx. per word bound = -4.087, relative change = 3.687e-05) 
## Topic 1: yemen, --, middl, kill, claim 
##  Topic 2: yemeni, offic, middl, secur, al-qa'idah 
##  Topic 3: --, offici, dead, gunmen, die 
##  Topic 4: aden, --, secur, gulf, threat 
##  Topic 5: armi, air, al-qaeda, raid, -yemen 
##  Topic 6: qaeda, milit, two, five, four 
##  Topic 7: yemen, kill, soldier, suspect, clash 
##  Topic 8: drone, strike, us, six, al-qaida 
##  Topic 9: attack, gunmen, yemeni, bomb, militari 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 121 (approx. per word bound = -4.087, relative change = 5.469e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 122 (approx. per word bound = -4.087, relative change = 7.901e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 123 (approx. per word bound = -4.086, relative change = 8.484e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 124 (approx. per word bound = -4.086, relative change = 4.528e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 125 (approx. per word bound = -4.086, relative change = 2.337e-05) 
## Topic 1: yemen, --, middl, kill, claim 
##  Topic 2: yemeni, middl, offic, secur, al-qa'idah 
##  Topic 3: --, offici, dead, gunmen, shot 
##  Topic 4: aden, --, secur, gulf, threat 
##  Topic 5: armi, air, al-qaeda, raid, -yemen 
##  Topic 6: qaeda, milit, two, five, four 
##  Topic 7: yemen, kill, soldier, suspect, clash 
##  Topic 8: drone, strike, us, six, al-qaida 
##  Topic 9: attack, gunmen, yemeni, bomb, militari 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 126 (approx. per word bound = -4.086, relative change = 2.537e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 127 (approx. per word bound = -4.086, relative change = 3.165e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 128 (approx. per word bound = -4.086, relative change = 3.780e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 129 (approx. per word bound = -4.085, relative change = 4.176e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 130 (approx. per word bound = -4.085, relative change = 4.091e-05) 
## Topic 1: yemen, --, middl, kill, claim 
##  Topic 2: yemeni, middl, offic, secur, al-qa'idah 
##  Topic 3: --, offici, dead, gunmen, shot 
##  Topic 4: aden, --, secur, gulf, threat 
##  Topic 5: armi, air, al-qaeda, raid, -yemen 
##  Topic 6: qaeda, milit, two, five, four 
##  Topic 7: yemen, kill, soldier, suspect, clash 
##  Topic 8: drone, strike, us, six, yemen 
##  Topic 9: attack, gunmen, yemeni, bomb, militari 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 131 (approx. per word bound = -4.085, relative change = 4.350e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 132 (approx. per word bound = -4.085, relative change = 6.925e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 133 (approx. per word bound = -4.084, relative change = 1.148e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 134 (approx. per word bound = -4.084, relative change = 7.032e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 135 (approx. per word bound = -4.084, relative change = 3.921e-05) 
## Topic 1: yemen, --, middl, kill, claim 
##  Topic 2: yemeni, middl, offic, secur, al-qa'idah 
##  Topic 3: --, offici, dead, gunmen, shot 
##  Topic 4: aden, --, secur, gulf, threat 
##  Topic 5: armi, air, al-qaeda, raid, -yemen 
##  Topic 6: qaeda, milit, two, five, four 
##  Topic 7: kill, yemen, soldier, suspect, clash 
##  Topic 8: drone, strike, us, yemen, six 
##  Topic 9: attack, gunmen, yemeni, bomb, militari 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 136 (approx. per word bound = -4.084, relative change = 4.261e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 137 (approx. per word bound = -4.084, relative change = 4.972e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 138 (approx. per word bound = -4.083, relative change = 5.411e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 139 (approx. per word bound = -4.083, relative change = 5.057e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 140 (approx. per word bound = -4.083, relative change = 3.985e-05) 
## Topic 1: yemen, --, middl, kill, claim 
##  Topic 2: yemeni, middl, offic, secur, al-qa'idah 
##  Topic 3: --, offici, dead, gunmen, zinjibar 
##  Topic 4: aden, --, secur, gulf, threat 
##  Topic 5: armi, air, al-qaeda, raid, -yemen 
##  Topic 6: qaeda, milit, two, five, four 
##  Topic 7: kill, yemen, soldier, suspect, clash 
##  Topic 8: drone, strike, us, yemen, six 
##  Topic 9: attack, gunmen, yemeni, bomb, militari 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 141 (approx. per word bound = -4.083, relative change = 2.943e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 142 (approx. per word bound = -4.083, relative change = 2.043e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 143 (approx. per word bound = -4.083, relative change = 1.286e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ..........
##   Recovering initialization...
##      ......
## Initialization complete.
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.882) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.607, relative change = 5.631e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.454, relative change = 3.319e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.379, relative change = 1.689e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.336, relative change = 9.896e-03) 
## Topic 1: secur, aden, --, gulf, -yemeni 
##  Topic 2: kill, middl, gunmen, --, intellig 
##  Topic 3: armi, threat, critic, bomb, gulf 
##  Topic 4: qaeda, suspect, two, soldier, four 
##  Topic 5: --, us, yemen, raid, peopl 
##  Topic 6: kill, --, soldier, troop, say 
##  Topic 7: yemen, milit, attack, offici, drone 
##  Topic 8: --, yemeni, militari, -yemen, citi 
##  Topic 9: yemen, clash, offic, al-qa'idah, al-qaida 
##  Topic 10: strike, dead, three, six, ambush 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.307, relative change = 6.637e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.287, relative change = 4.658e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.271, relative change = 3.822e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.257, relative change = 3.241e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.244, relative change = 2.896e-03) 
## Topic 1: secur, --, aden, gulf, critic 
##  Topic 2: middl, gunmen, kill, --, yemeni 
##  Topic 3: armi, threat, bomb, ministri, car 
##  Topic 4: qaeda, suspect, two, four, base 
##  Topic 5: --, yemen, us, raid, peopl 
##  Topic 6: kill, --, soldier, troop, say 
##  Topic 7: yemen, milit, attack, offici, drone 
##  Topic 8: --, yemeni, militari, -yemen, citi 
##  Topic 9: clash, yemen, offic, al-qa'idah, al-qaida 
##  Topic 10: dead, strike, three, two, six 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.235, relative change = 2.135e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.229, relative change = 1.461e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.224, relative change = 1.104e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.221, relative change = 9.074e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.217, relative change = 8.417e-04) 
## Topic 1: secur, --, aden, gulf, critic 
##  Topic 2: middl, gunmen, kill, --, yemeni 
##  Topic 3: armi, threat, bomb, ministri, car 
##  Topic 4: qaeda, suspect, two, four, base 
##  Topic 5: --, yemen, us, raid, peopl 
##  Topic 6: kill, --, soldier, troop, say 
##  Topic 7: yemen, milit, attack, offici, drone 
##  Topic 8: --, yemeni, militari, -yemen, citi 
##  Topic 9: clash, offic, yemen, al-qa'idah, al-qaida 
##  Topic 10: dead, strike, two, three, six 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.213, relative change = 8.511e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -4.210, relative change = 8.760e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -4.206, relative change = 8.767e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -4.203, relative change = 7.569e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.200, relative change = 6.658e-04) 
## Topic 1: secur, --, aden, gulf, critic 
##  Topic 2: middl, gunmen, kill, --, yemeni 
##  Topic 3: armi, threat, bomb, ministri, car 
##  Topic 4: qaeda, suspect, four, two, base 
##  Topic 5: --, yemen, us, raid, peopl 
##  Topic 6: kill, --, soldier, troop, say 
##  Topic 7: yemen, milit, attack, offici, drone 
##  Topic 8: --, yemeni, militari, -yemen, citi 
##  Topic 9: clash, offic, yemen, --, al-qaida 
##  Topic 10: dead, two, three, six, ambush 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.198, relative change = 6.086e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -4.195, relative change = 5.597e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -4.193, relative change = 5.781e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -4.190, relative change = 6.268e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -4.187, relative change = 7.558e-04) 
## Topic 1: secur, --, aden, gulf, critic 
##  Topic 2: middl, gunmen, kill, --, al-qa'idah 
##  Topic 3: armi, threat, bomb, ministri, al-qaeda 
##  Topic 4: qaeda, suspect, four, two, base 
##  Topic 5: --, yemen, us, raid, peopl 
##  Topic 6: kill, --, soldier, troop, say 
##  Topic 7: yemen, milit, attack, offici, drone 
##  Topic 8: --, yemeni, militari, -yemen, citi 
##  Topic 9: clash, offic, --, yemen, al-qaida 
##  Topic 10: dead, two, three, six, ambush 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -4.183, relative change = 8.914e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -4.180, relative change = 7.239e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -4.178, relative change = 6.216e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -4.175, relative change = 5.672e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -4.173, relative change = 5.400e-04) 
## Topic 1: secur, --, aden, gulf, critic 
##  Topic 2: middl, gunmen, kill, al-qa'idah, -- 
##  Topic 3: armi, threat, bomb, ministri, al-qaeda 
##  Topic 4: qaeda, suspect, four, base, two 
##  Topic 5: --, yemen, us, raid, tribal 
##  Topic 6: kill, --, soldier, troop, say 
##  Topic 7: yemen, milit, attack, offici, drone 
##  Topic 8: --, yemeni, militari, -yemen, citi 
##  Topic 9: clash, --, offic, yemen, al-qaida 
##  Topic 10: dead, two, three, six, ambush 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -4.170, relative change = 7.160e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -4.164, relative change = 1.449e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -4.155, relative change = 2.055e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -4.150, relative change = 1.293e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -4.147, relative change = 6.325e-04) 
## Topic 1: --, secur, aden, gulf, threat 
##  Topic 2: middl, gunmen, kill, al-qa'idah, yemeni 
##  Topic 3: armi, bomb, al-qaeda, ministri, car 
##  Topic 4: qaeda, suspect, four, base, least 
##  Topic 5: --, yemen, us, raid, tribal 
##  Topic 6: kill, --, soldier, troop, say 
##  Topic 7: yemen, milit, attack, offici, drone 
##  Topic 8: --, yemeni, militari, -yemen, citi 
##  Topic 9: clash, --, yemen, offic, al-qaida 
##  Topic 10: dead, two, three, six, ambush 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -4.146, relative change = 4.388e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -4.144, relative change = 3.810e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -4.143, relative change = 3.659e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -4.141, relative change = 3.667e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -4.139, relative change = 3.639e-04) 
## Topic 1: --, aden, secur, gulf, threat 
##  Topic 2: middl, gunmen, yemeni, kill, al-qa'idah 
##  Topic 3: armi, bomb, al-qaeda, ministri, car 
##  Topic 4: qaeda, suspect, four, base, least 
##  Topic 5: --, yemen, us, raid, air 
##  Topic 6: kill, --, soldier, troop, say 
##  Topic 7: yemen, milit, attack, offici, drone 
##  Topic 8: --, yemeni, militari, -yemen, citi 
##  Topic 9: clash, --, yemen, al-qaida, offic 
##  Topic 10: two, dead, three, six, ambush 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -4.138, relative change = 3.631e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -4.137, relative change = 3.523e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -4.135, relative change = 2.956e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -4.134, relative change = 2.902e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -4.133, relative change = 3.190e-04) 
## Topic 1: --, aden, secur, gulf, threat 
##  Topic 2: middl, gunmen, yemeni, --, kill 
##  Topic 3: armi, bomb, al-qaeda, ministri, car 
##  Topic 4: qaeda, suspect, four, base, least 
##  Topic 5: --, yemen, us, raid, air 
##  Topic 6: kill, --, soldier, troop, say 
##  Topic 7: yemen, milit, attack, offici, drone 
##  Topic 8: --, yemeni, militari, -yemen, citi 
##  Topic 9: --, clash, yemen, al-qaida, polic 
##  Topic 10: two, dead, three, six, ambush 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -4.131, relative change = 4.125e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -4.129, relative change = 4.667e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -4.128, relative change = 2.887e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -4.127, relative change = 2.179e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -4.126, relative change = 2.144e-04) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: middl, gunmen, yemeni, offic, -- 
##  Topic 3: armi, bomb, al-qaeda, ministri, car 
##  Topic 4: qaeda, suspect, four, base, least 
##  Topic 5: --, yemen, us, air, raid 
##  Topic 6: kill, --, soldier, troop, say 
##  Topic 7: yemen, milit, offici, attack, drone 
##  Topic 8: --, yemeni, militari, -yemen, citi 
##  Topic 9: --, clash, yemen, al-qaida, attack 
##  Topic 10: two, dead, three, six, ambush 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -4.125, relative change = 2.358e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -4.124, relative change = 2.279e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -4.124, relative change = 1.640e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -4.123, relative change = 1.478e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -4.122, relative change = 1.419e-04) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: middl, yemeni, gunmen, offic, -- 
##  Topic 3: armi, bomb, al-qaeda, ministri, car 
##  Topic 4: qaeda, suspect, four, base, least 
##  Topic 5: --, yemen, us, air, kill 
##  Topic 6: kill, --, soldier, troop, say 
##  Topic 7: yemen, milit, offici, attack, kill 
##  Topic 8: --, yemeni, militari, -yemen, citi 
##  Topic 9: --, clash, yemen, attack, al-qaida 
##  Topic 10: two, dead, three, six, ambush 
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## Completing Iteration 56 (approx. per word bound = -4.122, relative change = 1.394e-04) 
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## Completing Iteration 60 (approx. per word bound = -4.119, relative change = 1.790e-04) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: middl, yemeni, gunmen, offic, -- 
##  Topic 3: armi, bomb, al-qaeda, ministri, car 
##  Topic 4: qaeda, suspect, four, least, base 
##  Topic 5: --, yemen, us, kill, air 
##  Topic 6: --, kill, soldier, troop, say 
##  Topic 7: yemen, milit, offici, kill, drone 
##  Topic 8: --, yemeni, militari, -yemen, citi 
##  Topic 9: --, clash, attack, yemen, al-qaida 
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## Completing Iteration 61 (approx. per word bound = -4.118, relative change = 2.103e-04) 
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## Completing Iteration 65 (approx. per word bound = -4.114, relative change = 2.366e-04) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: yemeni, middl, gunmen, offic, -- 
##  Topic 3: armi, bomb, al-qaeda, ministri, car 
##  Topic 4: qaeda, suspect, four, least, base 
##  Topic 5: --, yemen, kill, us, air 
##  Topic 6: --, kill, soldier, troop, say 
##  Topic 7: yemen, milit, offici, kill, drone 
##  Topic 8: --, yemeni, militari, -yemen, citi 
##  Topic 9: --, clash, attack, yemen, al-qaida 
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## Completing Iteration 66 (approx. per word bound = -4.114, relative change = 2.175e-04) 
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## Completing Iteration 70 (approx. per word bound = -4.110, relative change = 2.056e-04) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: yemeni, middl, gunmen, offic, -- 
##  Topic 3: armi, bomb, al-qaeda, ministri, car 
##  Topic 4: qaeda, suspect, four, least, base 
##  Topic 5: --, yemen, kill, us, air 
##  Topic 6: --, kill, soldier, troop, say 
##  Topic 7: yemen, milit, kill, offici, drone 
##  Topic 8: --, yemeni, militari, -yemen, citi 
##  Topic 9: attack, --, clash, al-qaida, yemen 
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## Completing Iteration 71 (approx. per word bound = -4.110, relative change = 1.533e-04) 
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## Completing Iteration 75 (approx. per word bound = -4.107, relative change = 1.610e-04) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: yemeni, middl, gunmen, --, offic 
##  Topic 3: armi, bomb, al-qaeda, ministri, car 
##  Topic 4: qaeda, suspect, four, least, intel 
##  Topic 5: --, yemen, kill, us, air 
##  Topic 6: --, kill, soldier, troop, say 
##  Topic 7: yemen, milit, kill, offici, drone 
##  Topic 8: --, yemeni, militari, -yemen, al 
##  Topic 9: attack, --, clash, al-qaida, yemen 
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## Completing Iteration 80 (approx. per word bound = -4.105, relative change = 7.571e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: yemeni, middl, gunmen, --, offic 
##  Topic 3: armi, bomb, al-qaeda, ministri, car 
##  Topic 4: qaeda, suspect, four, least, intel 
##  Topic 5: --, yemen, kill, us, air 
##  Topic 6: --, kill, soldier, troop, say 
##  Topic 7: yemen, milit, kill, offici, drone 
##  Topic 8: --, yemeni, militari, -yemen, al 
##  Topic 9: attack, --, clash, al-qaida, yemen 
##  Topic 10: dead, two, three, six, ambush 
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## Completing Iteration 81 (approx. per word bound = -4.105, relative change = 7.627e-05) 
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## Completing Iteration 85 (approx. per word bound = -4.104, relative change = 8.000e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: yemeni, middl, gunmen, --, offic 
##  Topic 3: armi, bomb, al-qaeda, ministri, car 
##  Topic 4: qaeda, suspect, four, least, intel 
##  Topic 5: --, yemen, kill, us, air 
##  Topic 6: --, kill, soldier, troop, say 
##  Topic 7: yemen, milit, kill, offici, drone 
##  Topic 8: --, yemeni, militari, -yemen, suicid 
##  Topic 9: attack, --, clash, al-qaida, yemen 
##  Topic 10: dead, two, three, six, ambush 
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## Completing Iteration 86 (approx. per word bound = -4.104, relative change = 7.163e-05) 
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## Completing Iteration 87 (approx. per word bound = -4.103, relative change = 4.564e-05) 
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## Completing Iteration 90 (approx. per word bound = -4.103, relative change = 3.232e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: yemeni, middl, gunmen, --, offic 
##  Topic 3: armi, bomb, al-qaeda, ministri, car 
##  Topic 4: qaeda, suspect, four, intel, qaeda-link 
##  Topic 5: --, yemen, kill, us, air 
##  Topic 6: --, kill, soldier, troop, say 
##  Topic 7: yemen, milit, kill, offici, drone 
##  Topic 8: --, militari, yemeni, suicid, -yemen 
##  Topic 9: attack, --, clash, al-qaida, yemen 
##  Topic 10: dead, two, three, six, ambush 
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## Completing Iteration 91 (approx. per word bound = -4.103, relative change = 2.424e-05) 
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## Completing Iteration 92 (approx. per word bound = -4.103, relative change = 2.224e-05) 
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## Completing Iteration 93 (approx. per word bound = -4.103, relative change = 2.296e-05) 
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## Completing Iteration 94 (approx. per word bound = -4.102, relative change = 2.370e-05) 
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## Completing Iteration 95 (approx. per word bound = -4.102, relative change = 2.398e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: yemeni, middl, gunmen, --, offic 
##  Topic 3: armi, bomb, al-qaeda, ministri, -- 
##  Topic 4: qaeda, suspect, four, intel, qaeda-link 
##  Topic 5: --, yemen, kill, us, air 
##  Topic 6: --, kill, soldier, troop, say 
##  Topic 7: yemen, milit, kill, offici, drone 
##  Topic 8: --, militari, suicid, yemeni, al 
##  Topic 9: attack, --, clash, al-qaida, yemen 
##  Topic 10: dead, two, three, six, ambush 
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## Completing Iteration 96 (approx. per word bound = -4.102, relative change = 2.720e-05) 
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## Completing Iteration 97 (approx. per word bound = -4.102, relative change = 3.431e-05) 
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## Completing Iteration 98 (approx. per word bound = -4.102, relative change = 4.167e-05) 
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## Completing Iteration 99 (approx. per word bound = -4.102, relative change = 5.085e-05) 
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## Completing Iteration 100 (approx. per word bound = -4.101, relative change = 8.746e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: yemeni, middl, gunmen, --, offic 
##  Topic 3: armi, bomb, al-qaeda, ministri, -- 
##  Topic 4: qaeda, suspect, four, intel, qaeda-link 
##  Topic 5: --, yemen, kill, us, air 
##  Topic 6: --, kill, soldier, troop, say 
##  Topic 7: yemen, milit, kill, offici, drone 
##  Topic 8: --, militari, suicid, al, yemeni 
##  Topic 9: attack, --, clash, al-qaida, yemen 
##  Topic 10: dead, two, three, six, ambush 
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## Completing Iteration 101 (approx. per word bound = -4.101, relative change = 1.320e-04) 
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## Completing Iteration 102 (approx. per word bound = -4.100, relative change = 1.097e-04) 
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## Completing Iteration 103 (approx. per word bound = -4.100, relative change = 5.219e-05) 
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## Completing Iteration 104 (approx. per word bound = -4.100, relative change = 2.993e-05) 
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## Completing Iteration 105 (approx. per word bound = -4.100, relative change = 3.060e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: yemeni, middl, gunmen, --, offic 
##  Topic 3: armi, bomb, al-qaeda, ministri, -- 
##  Topic 4: qaeda, suspect, four, intel, hit 
##  Topic 5: --, yemen, kill, us, air 
##  Topic 6: --, kill, soldier, troop, say 
##  Topic 7: yemen, milit, kill, offici, drone 
##  Topic 8: --, militari, suicid, al, -yemen 
##  Topic 9: attack, --, clash, al-qaida, yemen 
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## Completing Iteration 106 (approx. per word bound = -4.100, relative change = 3.683e-05) 
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## Completing Iteration 107 (approx. per word bound = -4.100, relative change = 4.530e-05) 
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## Completing Iteration 108 (approx. per word bound = -4.099, relative change = 5.599e-05) 
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## Completing Iteration 109 (approx. per word bound = -4.099, relative change = 6.664e-05) 
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## Completing Iteration 110 (approx. per word bound = -4.099, relative change = 7.512e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: yemeni, middl, gunmen, --, offic 
##  Topic 3: armi, bomb, al-qaeda, ministri, -- 
##  Topic 4: qaeda, suspect, four, intel, hit 
##  Topic 5: --, yemen, kill, us, clash 
##  Topic 6: --, kill, soldier, troop, say 
##  Topic 7: yemen, milit, kill, offici, drone 
##  Topic 8: --, militari, suicid, al, -yemen 
##  Topic 9: attack, --, clash, al-qaida, yemen 
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## Completing Iteration 111 (approx. per word bound = -4.098, relative change = 8.248e-05) 
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## Completing Iteration 112 (approx. per word bound = -4.098, relative change = 9.277e-05) 
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## Completing Iteration 113 (approx. per word bound = -4.098, relative change = 1.121e-04) 
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## Completing Iteration 114 (approx. per word bound = -4.097, relative change = 1.412e-04) 
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## Completing Iteration 115 (approx. per word bound = -4.096, relative change = 1.518e-04) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: yemeni, middl, gunmen, --, offic 
##  Topic 3: armi, bomb, al-qaeda, ministri, -- 
##  Topic 4: qaeda, suspect, four, intel, hit 
##  Topic 5: --, yemen, kill, us, clash 
##  Topic 6: --, kill, soldier, troop, say 
##  Topic 7: yemen, kill, milit, offici, drone 
##  Topic 8: --, militari, suicid, al, -yemen 
##  Topic 9: attack, --, clash, al-qaida, yemen 
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## Completing Iteration 116 (approx. per word bound = -4.096, relative change = 1.152e-04) 
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## Completing Iteration 117 (approx. per word bound = -4.096, relative change = 8.473e-05) 
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## Completing Iteration 118 (approx. per word bound = -4.095, relative change = 7.113e-05) 
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## Completing Iteration 119 (approx. per word bound = -4.095, relative change = 6.344e-05) 
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## Completing Iteration 120 (approx. per word bound = -4.095, relative change = 5.803e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: yemeni, middl, gunmen, --, offic 
##  Topic 3: armi, bomb, al-qaeda, ministri, -- 
##  Topic 4: qaeda, suspect, four, intel, hit 
##  Topic 5: --, yemen, kill, us, clash 
##  Topic 6: --, kill, soldier, troop, say 
##  Topic 7: yemen, kill, milit, offici, strike 
##  Topic 8: --, militari, suicid, al, -yemen 
##  Topic 9: attack, --, clash, al-qaida, yemen 
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## Completing Iteration 121 (approx. per word bound = -4.095, relative change = 5.354e-05) 
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## Completing Iteration 122 (approx. per word bound = -4.094, relative change = 4.947e-05) 
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## Completing Iteration 123 (approx. per word bound = -4.094, relative change = 4.618e-05) 
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## Completing Iteration 124 (approx. per word bound = -4.094, relative change = 4.218e-05) 
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## Completing Iteration 125 (approx. per word bound = -4.094, relative change = 3.888e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: yemeni, middl, gunmen, --, offic 
##  Topic 3: armi, bomb, al-qaeda, ministri, -- 
##  Topic 4: qaeda, suspect, four, intel, hit 
##  Topic 5: --, yemen, kill, clash, drone 
##  Topic 6: --, kill, soldier, troop, say 
##  Topic 7: yemen, kill, milit, offici, strike 
##  Topic 8: --, militari, suicid, al, -yemen 
##  Topic 9: attack, --, clash, al-qaida, yemen 
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## Completing Iteration 126 (approx. per word bound = -4.094, relative change = 3.683e-05) 
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## Completing Iteration 127 (approx. per word bound = -4.094, relative change = 3.546e-05) 
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## Completing Iteration 128 (approx. per word bound = -4.093, relative change = 3.380e-05) 
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## Completing Iteration 129 (approx. per word bound = -4.093, relative change = 3.043e-05) 
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## Completing Iteration 130 (approx. per word bound = -4.093, relative change = 2.606e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: yemeni, middl, gunmen, --, offic 
##  Topic 3: armi, bomb, al-qaeda, ministri, -- 
##  Topic 4: qaeda, suspect, four, intel, hit 
##  Topic 5: --, yemen, drone, kill, clash 
##  Topic 6: --, kill, soldier, troop, say 
##  Topic 7: yemen, kill, milit, offici, strike 
##  Topic 8: --, militari, suicid, al, -yemen 
##  Topic 9: attack, --, clash, yemen, al-qaida 
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## Completing Iteration 131 (approx. per word bound = -4.093, relative change = 2.291e-05) 
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## Completing Iteration 133 (approx. per word bound = -4.093, relative change = 2.601e-05) 
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## Completing Iteration 134 (approx. per word bound = -4.093, relative change = 3.581e-05) 
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## Completing Iteration 135 (approx. per word bound = -4.093, relative change = 4.956e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: yemeni, middl, gunmen, --, offic 
##  Topic 3: armi, bomb, al-qaeda, ministri, -- 
##  Topic 4: qaeda, suspect, four, intel, hit 
##  Topic 5: --, yemen, drone, kill, clash 
##  Topic 6: --, kill, soldier, troop, say 
##  Topic 7: yemen, kill, milit, offici, strike 
##  Topic 8: --, militari, suicid, al, -yemen 
##  Topic 9: attack, --, yemen, al-qaida, clash 
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## Completing Iteration 136 (approx. per word bound = -4.092, relative change = 5.211e-05) 
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## Completing Iteration 138 (approx. per word bound = -4.092, relative change = 3.138e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 139 (approx. per word bound = -4.092, relative change = 2.738e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 140 (approx. per word bound = -4.092, relative change = 2.534e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: yemeni, middl, gunmen, --, offic 
##  Topic 3: armi, bomb, al-qaeda, ministri, -- 
##  Topic 4: qaeda, suspect, four, intel, hit 
##  Topic 5: --, drone, yemen, kill, clash 
##  Topic 6: --, kill, soldier, troop, five 
##  Topic 7: yemen, kill, milit, offici, strike 
##  Topic 8: --, militari, suicid, al, -yemen 
##  Topic 9: attack, --, yemen, al-qaida, clash 
##  Topic 10: dead, two, six, three, ambush 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 141 (approx. per word bound = -4.092, relative change = 2.510e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 142 (approx. per word bound = -4.092, relative change = 2.655e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 143 (approx. per word bound = -4.091, relative change = 2.998e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 144 (approx. per word bound = -4.091, relative change = 3.576e-05) 
## .....................................................................................................
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## Completing Iteration 145 (approx. per word bound = -4.091, relative change = 4.290e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: yemeni, middl, gunmen, --, offic 
##  Topic 3: armi, bomb, al-qaeda, ministri, -- 
##  Topic 4: qaeda, suspect, four, intel, hit 
##  Topic 5: --, drone, yemen, clash, kill 
##  Topic 6: --, kill, soldier, troop, five 
##  Topic 7: yemen, kill, milit, offici, strike 
##  Topic 8: --, militari, suicid, al, -yemen 
##  Topic 9: attack, yemen, al-qaida, --, polic 
##  Topic 10: dead, two, six, ambush, three 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 146 (approx. per word bound = -4.091, relative change = 5.169e-05) 
## .....................................................................................................
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## Completing Iteration 147 (approx. per word bound = -4.091, relative change = 6.149e-05) 
## .....................................................................................................
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## Completing Iteration 148 (approx. per word bound = -4.090, relative change = 7.167e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 149 (approx. per word bound = -4.090, relative change = 8.173e-05) 
## .....................................................................................................
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## Completing Iteration 150 (approx. per word bound = -4.090, relative change = 9.063e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: yemeni, middl, gunmen, --, offic 
##  Topic 3: armi, bomb, al-qaeda, ministri, -- 
##  Topic 4: qaeda, suspect, four, intel, hit 
##  Topic 5: --, yemen, drone, clash, kill 
##  Topic 6: --, kill, soldier, troop, five 
##  Topic 7: yemen, kill, milit, offici, strike 
##  Topic 8: --, militari, suicid, al, -yemen 
##  Topic 9: attack, yemen, al-qaida, --, polic 
##  Topic 10: dead, two, six, ambush, three 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 151 (approx. per word bound = -4.089, relative change = 9.821e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 152 (approx. per word bound = -4.089, relative change = 1.021e-04) 
## .....................................................................................................
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## Completing Iteration 153 (approx. per word bound = -4.088, relative change = 9.652e-05) 
## .....................................................................................................
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## Completing Iteration 154 (approx. per word bound = -4.088, relative change = 7.812e-05) 
## .....................................................................................................
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## Completing Iteration 155 (approx. per word bound = -4.088, relative change = 5.798e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: yemeni, middl, gunmen, --, offic 
##  Topic 3: armi, bomb, al-qaeda, ministri, -- 
##  Topic 4: qaeda, suspect, four, intel, hit 
##  Topic 5: --, yemen, drone, clash, strike 
##  Topic 6: --, kill, soldier, troop, five 
##  Topic 7: yemen, kill, milit, offici, local 
##  Topic 8: --, militari, suicid, al, -yemen 
##  Topic 9: attack, yemen, al-qaida, --, polic 
##  Topic 10: dead, two, six, ambush, three 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 156 (approx. per word bound = -4.088, relative change = 4.051e-05) 
## .....................................................................................................
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## Completing Iteration 157 (approx. per word bound = -4.088, relative change = 2.993e-05) 
## .....................................................................................................
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## Completing Iteration 158 (approx. per word bound = -4.088, relative change = 2.622e-05) 
## .....................................................................................................
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## Completing Iteration 159 (approx. per word bound = -4.087, relative change = 2.972e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 160 (approx. per word bound = -4.087, relative change = 3.768e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: yemeni, middl, gunmen, --, offic 
##  Topic 3: armi, bomb, al-qaeda, ministri, -- 
##  Topic 4: qaeda, suspect, four, intel, hit 
##  Topic 5: --, yemen, drone, clash, strike 
##  Topic 6: --, kill, soldier, troop, five 
##  Topic 7: yemen, kill, milit, offici, local 
##  Topic 8: --, militari, suicid, al, -yemen 
##  Topic 9: attack, yemen, al-qaida, --, say 
##  Topic 10: dead, two, six, ambush, three 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 161 (approx. per word bound = -4.087, relative change = 4.607e-05) 
## .....................................................................................................
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## Completing Iteration 162 (approx. per word bound = -4.087, relative change = 4.942e-05) 
## .....................................................................................................
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## Completing Iteration 163 (approx. per word bound = -4.087, relative change = 5.442e-05) 
## .....................................................................................................
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## Completing Iteration 164 (approx. per word bound = -4.086, relative change = 6.105e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 165 (approx. per word bound = -4.086, relative change = 6.678e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: yemeni, middl, gunmen, --, offic 
##  Topic 3: armi, al-qaeda, bomb, ministri, -- 
##  Topic 4: qaeda, suspect, four, intel, hit 
##  Topic 5: --, yemen, drone, clash, strike 
##  Topic 6: --, kill, soldier, troop, five 
##  Topic 7: yemen, kill, milit, offici, local 
##  Topic 8: --, militari, suicid, al, -yemen 
##  Topic 9: attack, yemen, al-qaida, say, polic 
##  Topic 10: dead, two, six, ambush, three 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 166 (approx. per word bound = -4.086, relative change = 7.179e-05) 
## .....................................................................................................
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## Completing Iteration 167 (approx. per word bound = -4.086, relative change = 8.023e-05) 
## .....................................................................................................
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## Completing Iteration 168 (approx. per word bound = -4.085, relative change = 8.198e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 169 (approx. per word bound = -4.085, relative change = 8.116e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 170 (approx. per word bound = -4.085, relative change = 7.917e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: yemeni, middl, gunmen, --, offic 
##  Topic 3: armi, al-qaeda, bomb, ministri, car 
##  Topic 4: qaeda, suspect, four, intel, fail 
##  Topic 5: --, yemen, drone, clash, strike 
##  Topic 6: --, kill, soldier, troop, five 
##  Topic 7: yemen, kill, milit, offici, local 
##  Topic 8: --, militari, suicid, al, -yemen 
##  Topic 9: attack, yemen, al-qaida, say, polic 
##  Topic 10: dead, two, six, ambush, three 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 171 (approx. per word bound = -4.084, relative change = 7.920e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 172 (approx. per word bound = -4.084, relative change = 7.777e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 173 (approx. per word bound = -4.084, relative change = 7.436e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 174 (approx. per word bound = -4.083, relative change = 6.941e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 175 (approx. per word bound = -4.083, relative change = 6.270e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: yemeni, middl, gunmen, --, offic 
##  Topic 3: armi, al-qaeda, bomb, ministri, car 
##  Topic 4: qaeda, suspect, four, intel, fail 
##  Topic 5: --, yemen, drone, strike, kill 
##  Topic 6: --, kill, soldier, troop, five 
##  Topic 7: yemen, kill, milit, offici, local 
##  Topic 8: --, militari, suicid, al, -yemen 
##  Topic 9: attack, yemen, al-qaida, say, polic 
##  Topic 10: dead, two, clash, six, ambush 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 176 (approx. per word bound = -4.083, relative change = 5.544e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 177 (approx. per word bound = -4.083, relative change = 4.695e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 178 (approx. per word bound = -4.082, relative change = 4.042e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 179 (approx. per word bound = -4.082, relative change = 3.445e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 180 (approx. per word bound = -4.082, relative change = 2.926e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: yemeni, middl, gunmen, --, offic 
##  Topic 3: armi, al-qaeda, ministri, bomb, car 
##  Topic 4: qaeda, suspect, four, intel, fail 
##  Topic 5: --, yemen, drone, strike, kill 
##  Topic 6: --, kill, soldier, troop, five 
##  Topic 7: yemen, kill, milit, offici, local 
##  Topic 8: --, militari, suicid, al, -yemen 
##  Topic 9: attack, yemen, al-qaida, say, polic 
##  Topic 10: dead, clash, two, six, ambush 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 181 (approx. per word bound = -4.082, relative change = 2.613e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 182 (approx. per word bound = -4.082, relative change = 2.329e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 183 (approx. per word bound = -4.082, relative change = 2.340e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 184 (approx. per word bound = -4.082, relative change = 2.723e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 185 (approx. per word bound = -4.082, relative change = 3.617e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: yemeni, middl, gunmen, --, offic 
##  Topic 3: armi, al-qaeda, ministri, bomb, car 
##  Topic 4: qaeda, suspect, four, intel, fail 
##  Topic 5: --, yemen, drone, kill, strike 
##  Topic 6: --, kill, soldier, troop, five 
##  Topic 7: yemen, kill, milit, offici, battl 
##  Topic 8: --, militari, suicid, al, -yemen 
##  Topic 9: attack, yemen, al-qaida, say, polic 
##  Topic 10: clash, dead, two, six, ambush 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 186 (approx. per word bound = -4.081, relative change = 4.229e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 187 (approx. per word bound = -4.081, relative change = 3.733e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 188 (approx. per word bound = -4.081, relative change = 2.762e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 189 (approx. per word bound = -4.081, relative change = 2.005e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 190 (approx. per word bound = -4.081, relative change = 1.542e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: yemeni, middl, gunmen, --, offic 
##  Topic 3: armi, al-qaeda, ministri, bomb, car 
##  Topic 4: qaeda, suspect, four, intel, fail 
##  Topic 5: --, yemen, drone, kill, strike 
##  Topic 6: --, kill, soldier, troop, five 
##  Topic 7: yemen, kill, milit, offici, battl 
##  Topic 8: --, militari, suicid, al, -yemen 
##  Topic 9: attack, yemen, al-qaida, say, polic 
##  Topic 10: clash, dead, two, six, ambush 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 191 (approx. per word bound = -4.081, relative change = 1.215e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 192 (approx. per word bound = -4.081, relative change = 1.150e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 193 (approx. per word bound = -4.081, relative change = 1.182e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 194 (approx. per word bound = -4.081, relative change = 1.321e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 195 (approx. per word bound = -4.081, relative change = 1.514e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: yemeni, middl, gunmen, --, offic 
##  Topic 3: armi, al-qaeda, ministri, car, -- 
##  Topic 4: qaeda, suspect, four, intel, fail 
##  Topic 5: --, yemen, drone, kill, strike 
##  Topic 6: --, kill, soldier, troop, five 
##  Topic 7: yemen, kill, milit, offici, battl 
##  Topic 8: --, militari, suicid, bomb, al 
##  Topic 9: attack, yemen, al-qaida, say, polic 
##  Topic 10: clash, dead, two, six, ambush 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 196 (approx. per word bound = -4.081, relative change = 1.687e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 197 (approx. per word bound = -4.081, relative change = 1.582e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 198 (approx. per word bound = -4.081, relative change = 1.380e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 199 (approx. per word bound = -4.081, relative change = 1.430e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 200 (approx. per word bound = -4.080, relative change = 1.699e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: yemeni, middl, gunmen, --, offic 
##  Topic 3: armi, al-qaeda, ministri, car, -- 
##  Topic 4: qaeda, suspect, four, intel, fail 
##  Topic 5: --, yemen, drone, kill, strike 
##  Topic 6: --, kill, soldier, troop, five 
##  Topic 7: yemen, kill, milit, offici, battl 
##  Topic 8: --, bomb, militari, suicid, al 
##  Topic 9: attack, yemen, al-qaida, say, polic 
##  Topic 10: clash, dead, two, six, ambush 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 201 (approx. per word bound = -4.080, relative change = 2.025e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 202 (approx. per word bound = -4.080, relative change = 1.864e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 203 (approx. per word bound = -4.080, relative change = 1.345e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ...........
##   Recovering initialization...
##      ......
## Initialization complete.
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -5.042) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.613, relative change = 8.511e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.474, relative change = 3.000e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.399, relative change = 1.683e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.353, relative change = 1.045e-02) 
## Topic 1: attack, offici, --, al-qaida, us 
##  Topic 2: --, attack, blast, saleh, blame 
##  Topic 3: --, yemeni, milit, gulf, threat 
##  Topic 4: kill, --, troop, forc, fighter 
##  Topic 5: three, five, bomb, leader, abyan 
##  Topic 6: clash, armi, strike, two, drone 
##  Topic 7: yemen, suspect, soldier, gunmen, offic 
##  Topic 8: --, suicid, raid, us, bomber 
##  Topic 9: --, intellig, middl, assault, element 
##  Topic 10: qaeda, milit, air, militari, al-qaeda 
##  Topic 11: yemen, secur, aden, al-qa'idah, critic 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.324, relative change = 6.733e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.302, relative change = 5.023e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.285, relative change = 3.990e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.271, relative change = 3.197e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.259, relative change = 2.805e-03) 
## Topic 1: attack, offici, --, al-qaida, us 
##  Topic 2: --, al, saleh, say, blast 
##  Topic 3: --, yemeni, milit, threat, gulf 
##  Topic 4: kill, --, troop, forc, fight 
##  Topic 5: three, bomb, five, leader, abyan 
##  Topic 6: armi, clash, drone, strike, two 
##  Topic 7: yemen, suspect, soldier, gunmen, offic 
##  Topic 8: --, suicid, raid, -yemen, bomber 
##  Topic 9: --, middl, intellig, assault, senior 
##  Topic 10: qaeda, milit, --, militari, air 
##  Topic 11: secur, yemen, aden, al-qa'idah, critic 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.249, relative change = 2.340e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.240, relative change = 2.204e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.232, relative change = 1.816e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.226, relative change = 1.482e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.220, relative change = 1.434e-03) 
## Topic 1: attack, offici, --, al-qaida, us 
##  Topic 2: al, --, saleh, say, gun 
##  Topic 3: --, yemeni, threat, milit, gulf 
##  Topic 4: kill, --, troop, forc, fight 
##  Topic 5: bomb, three, five, leader, abyan 
##  Topic 6: armi, clash, drone, strike, two 
##  Topic 7: yemen, soldier, suspect, gunmen, offic 
##  Topic 8: --, suicid, raid, -yemen, bomber 
##  Topic 9: --, middl, intellig, assault, senior 
##  Topic 10: qaeda, milit, --, militari, air 
##  Topic 11: secur, aden, --, al-qa'idah, critic 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.214, relative change = 1.410e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -4.208, relative change = 1.450e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -4.202, relative change = 1.488e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -4.195, relative change = 1.584e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 20 (approx. per word bound = -4.188, relative change = 1.682e-03) 
## Topic 1: attack, offici, --, al-qaida, us 
##  Topic 2: al, --, saleh, say, gun 
##  Topic 3: --, yemeni, ambush, threat, milit 
##  Topic 4: kill, --, troop, forc, fighter 
##  Topic 5: bomb, three, five, leader, abyan 
##  Topic 6: armi, clash, drone, strike, two 
##  Topic 7: yemen, soldier, suspect, gunmen, offic 
##  Topic 8: --, suicid, raid, -yemen, bomber 
##  Topic 9: --, middl, intellig, assault, senior 
##  Topic 10: qaeda, milit, --, militari, air 
##  Topic 11: secur, --, aden, gulf, al-qa'idah 
## .....................................................................................................
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## Completing Iteration 21 (approx. per word bound = -4.179, relative change = 1.999e-03) 
## .....................................................................................................
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## Completing Iteration 22 (approx. per word bound = -4.171, relative change = 1.915e-03) 
## .....................................................................................................
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## Completing Iteration 23 (approx. per word bound = -4.166, relative change = 1.351e-03) 
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## Completing Iteration 24 (approx. per word bound = -4.162, relative change = 1.037e-03) 
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## Completing Iteration 25 (approx. per word bound = -4.158, relative change = 8.682e-04) 
## Topic 1: attack, offici, --, al-qaida, us 
##  Topic 2: al, --, say, town, saleh 
##  Topic 3: --, yemeni, ambush, forc, milit 
##  Topic 4: kill, --, troop, fighter, forc 
##  Topic 5: bomb, three, five, leader, abyan 
##  Topic 6: armi, clash, drone, strike, two 
##  Topic 7: yemen, soldier, suspect, gunmen, offic 
##  Topic 8: --, suicid, raid, -yemen, bomber 
##  Topic 9: --, middl, intellig, assault, senior 
##  Topic 10: qaeda, --, milit, militari, four 
##  Topic 11: secur, --, aden, gulf, threat 
## .....................................................................................................
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## Completing Iteration 26 (approx. per word bound = -4.154, relative change = 8.452e-04) 
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## Completing Iteration 27 (approx. per word bound = -4.151, relative change = 7.498e-04) 
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## Completing Iteration 28 (approx. per word bound = -4.148, relative change = 7.117e-04) 
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## Completing Iteration 29 (approx. per word bound = -4.146, relative change = 6.243e-04) 
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## Completing Iteration 30 (approx. per word bound = -4.143, relative change = 6.083e-04) 
## Topic 1: attack, offici, --, al-qaida, us 
##  Topic 2: al, say, --, town, saleh 
##  Topic 3: yemeni, --, forc, ambush, seven 
##  Topic 4: kill, --, troop, fighter, local 
##  Topic 5: bomb, three, five, leader, abyan 
##  Topic 6: armi, clash, drone, strike, two 
##  Topic 7: yemen, soldier, suspect, gunmen, offic 
##  Topic 8: --, suicid, raid, -yemen, bomber 
##  Topic 9: middl, --, intellig, assault, senior 
##  Topic 10: qaeda, --, milit, militari, four 
##  Topic 11: secur, --, aden, gulf, threat 
## .....................................................................................................
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## Completing Iteration 31 (approx. per word bound = -4.140, relative change = 6.722e-04) 
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## Completing Iteration 32 (approx. per word bound = -4.137, relative change = 9.033e-04) 
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## Completing Iteration 33 (approx. per word bound = -4.131, relative change = 1.263e-03) 
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## Completing Iteration 34 (approx. per word bound = -4.126, relative change = 1.373e-03) 
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## Completing Iteration 35 (approx. per word bound = -4.122, relative change = 9.453e-04) 
## Topic 1: attack, offici, --, al-qaida, us 
##  Topic 2: al, say, --, town, chief 
##  Topic 3: yemeni, --, forc, ambush, seven 
##  Topic 4: kill, --, troop, fighter, local 
##  Topic 5: bomb, three, five, leader, minist 
##  Topic 6: armi, clash, drone, strike, two 
##  Topic 7: yemen, soldier, suspect, gunmen, offic 
##  Topic 8: --, suicid, raid, -yemen, bomber 
##  Topic 9: middl, --, al-qa'idah, intellig, assault 
##  Topic 10: qaeda, --, milit, four, al-qaeda 
##  Topic 11: secur, --, aden, gulf, threat 
## .....................................................................................................
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## Completing Iteration 36 (approx. per word bound = -4.119, relative change = 6.171e-04) 
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## Completing Iteration 37 (approx. per word bound = -4.117, relative change = 4.764e-04) 
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## Completing Iteration 38 (approx. per word bound = -4.116, relative change = 4.228e-04) 
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## Completing Iteration 39 (approx. per word bound = -4.114, relative change = 4.023e-04) 
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## Completing Iteration 40 (approx. per word bound = -4.112, relative change = 3.889e-04) 
## Topic 1: attack, offici, --, al-qaida, us 
##  Topic 2: say, al, --, town, al-qaida 
##  Topic 3: yemeni, --, forc, ambush, seven 
##  Topic 4: kill, --, troop, fighter, local 
##  Topic 5: bomb, three, five, militari, leader 
##  Topic 6: armi, clash, drone, strike, two 
##  Topic 7: yemen, soldier, suspect, gunmen, offic 
##  Topic 8: --, suicid, raid, -yemen, bomber 
##  Topic 9: middl, al-qa'idah, --, intellig, gunmen 
##  Topic 10: qaeda, --, milit, four, al-qaeda 
##  Topic 11: secur, --, aden, gulf, threat 
## .....................................................................................................
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## Completing Iteration 41 (approx. per word bound = -4.111, relative change = 3.952e-04) 
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## Completing Iteration 42 (approx. per word bound = -4.109, relative change = 4.396e-04) 
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## Completing Iteration 43 (approx. per word bound = -4.107, relative change = 5.056e-04) 
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## Completing Iteration 44 (approx. per word bound = -4.105, relative change = 4.940e-04) 
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## Completing Iteration 45 (approx. per word bound = -4.103, relative change = 4.253e-04) 
## Topic 1: attack, offici, --, al-qaida, checkpoint 
##  Topic 2: say, al, --, town, al-qaida 
##  Topic 3: yemeni, --, forc, ambush, seven 
##  Topic 4: kill, --, troop, fighter, local 
##  Topic 5: bomb, three, militari, five, leader 
##  Topic 6: armi, clash, drone, strike, two 
##  Topic 7: yemen, soldier, suspect, gunmen, dead 
##  Topic 8: --, suicid, raid, -yemen, bomber 
##  Topic 9: middl, al-qa'idah, --, offic, intellig 
##  Topic 10: qaeda, --, milit, four, al-qaeda 
##  Topic 11: secur, --, aden, gulf, threat 
## .....................................................................................................
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## Completing Iteration 46 (approx. per word bound = -4.102, relative change = 3.389e-04) 
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## Completing Iteration 47 (approx. per word bound = -4.101, relative change = 2.860e-04) 
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## Completing Iteration 48 (approx. per word bound = -4.099, relative change = 2.635e-04) 
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## Completing Iteration 49 (approx. per word bound = -4.098, relative change = 2.576e-04) 
## .....................................................................................................
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## Completing Iteration 50 (approx. per word bound = -4.097, relative change = 2.515e-04) 
## Topic 1: attack, offici, --, al-qaida, secur 
##  Topic 2: say, al, --, town, al-qaida 
##  Topic 3: yemeni, --, forc, ambush, seven 
##  Topic 4: kill, --, troop, fighter, local 
##  Topic 5: bomb, three, militari, five, leader 
##  Topic 6: armi, clash, drone, strike, two 
##  Topic 7: yemen, soldier, suspect, dead, gunmen 
##  Topic 8: --, suicid, raid, -yemen, fight 
##  Topic 9: middl, offic, al-qa'idah, --, intellig 
##  Topic 10: qaeda, --, milit, four, al-qaeda 
##  Topic 11: secur, --, aden, gulf, threat 
## .....................................................................................................
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## Completing Iteration 51 (approx. per word bound = -4.096, relative change = 2.331e-04) 
## .....................................................................................................
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## Completing Iteration 52 (approx. per word bound = -4.096, relative change = 1.913e-04) 
## .....................................................................................................
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## Completing Iteration 53 (approx. per word bound = -4.095, relative change = 1.744e-04) 
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## Completing Iteration 54 (approx. per word bound = -4.094, relative change = 1.607e-04) 
## .....................................................................................................
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## Completing Iteration 55 (approx. per word bound = -4.094, relative change = 1.378e-04) 
## Topic 1: attack, offici, --, al-qaida, secur 
##  Topic 2: say, al, --, al-qaida, town 
##  Topic 3: yemeni, --, forc, ambush, seven 
##  Topic 4: kill, --, troop, fighter, local 
##  Topic 5: bomb, three, militari, five, leader 
##  Topic 6: armi, clash, drone, strike, two 
##  Topic 7: yemen, soldier, suspect, dead, gunmen 
##  Topic 8: --, suicid, raid, -yemen, fight 
##  Topic 9: middl, offic, al-qa'idah, --, gunmen 
##  Topic 10: qaeda, --, milit, four, al-qaeda 
##  Topic 11: --, secur, aden, gulf, threat 
## .....................................................................................................
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## Completing Iteration 56 (approx. per word bound = -4.093, relative change = 1.185e-04) 
## .....................................................................................................
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## Completing Iteration 57 (approx. per word bound = -4.093, relative change = 1.089e-04) 
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## Completing Iteration 58 (approx. per word bound = -4.092, relative change = 1.121e-04) 
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## Completing Iteration 59 (approx. per word bound = -4.092, relative change = 1.230e-04) 
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## Completing Iteration 60 (approx. per word bound = -4.091, relative change = 1.242e-04) 
## Topic 1: attack, offici, --, secur, al-qaida 
##  Topic 2: say, al, --, al-qaida, town 
##  Topic 3: yemeni, --, forc, ambush, seven 
##  Topic 4: kill, --, troop, fighter, local 
##  Topic 5: bomb, three, militari, five, leader 
##  Topic 6: armi, clash, drone, strike, two 
##  Topic 7: yemen, soldier, suspect, dead, gunmen 
##  Topic 8: --, suicid, raid, -yemen, fight 
##  Topic 9: middl, offic, al-qa'idah, --, gunmen 
##  Topic 10: qaeda, --, milit, four, al-qaeda 
##  Topic 11: --, secur, aden, gulf, threat 
## .....................................................................................................
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## Completing Iteration 61 (approx. per word bound = -4.091, relative change = 1.172e-04) 
## .....................................................................................................
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## Completing Iteration 62 (approx. per word bound = -4.090, relative change = 1.158e-04) 
## .....................................................................................................
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## Completing Iteration 63 (approx. per word bound = -4.090, relative change = 1.031e-04) 
## .....................................................................................................
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## Completing Iteration 64 (approx. per word bound = -4.090, relative change = 9.577e-05) 
## .....................................................................................................
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## Completing Iteration 65 (approx. per word bound = -4.089, relative change = 9.376e-05) 
## Topic 1: attack, offici, --, secur, al-qaida 
##  Topic 2: say, al, --, al-qaida, town 
##  Topic 3: yemeni, --, forc, ambush, seven 
##  Topic 4: kill, --, troop, fighter, local 
##  Topic 5: bomb, three, militari, five, leader 
##  Topic 6: armi, clash, drone, strike, two 
##  Topic 7: yemen, soldier, suspect, dead, gunmen 
##  Topic 8: --, suicid, raid, -yemen, fight 
##  Topic 9: middl, offic, al-qa'idah, --, gunmen 
##  Topic 10: qaeda, --, milit, al-qaeda, four 
##  Topic 11: --, secur, aden, gulf, threat 
## .....................................................................................................
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## Completing Iteration 66 (approx. per word bound = -4.089, relative change = 9.128e-05) 
## .....................................................................................................
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## Completing Iteration 67 (approx. per word bound = -4.088, relative change = 8.858e-05) 
## .....................................................................................................
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## Completing Iteration 68 (approx. per word bound = -4.088, relative change = 8.409e-05) 
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## Completing Iteration 69 (approx. per word bound = -4.088, relative change = 8.485e-05) 
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## Completing Iteration 70 (approx. per word bound = -4.087, relative change = 7.978e-05) 
## Topic 1: attack, offici, secur, --, al-qaida 
##  Topic 2: say, al, --, al-qaida, town 
##  Topic 3: yemeni, --, forc, ambush, seven 
##  Topic 4: kill, --, troop, fighter, local 
##  Topic 5: bomb, three, militari, five, leader 
##  Topic 6: armi, clash, drone, strike, two 
##  Topic 7: yemen, soldier, suspect, dead, gunmen 
##  Topic 8: --, suicid, raid, -yemen, fight 
##  Topic 9: middl, offic, al-qa'idah, --, gunmen 
##  Topic 10: qaeda, --, milit, al-qaeda, four 
##  Topic 11: --, secur, aden, gulf, threat 
## .....................................................................................................
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## Completing Iteration 71 (approx. per word bound = -4.087, relative change = 7.016e-05) 
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## Completing Iteration 72 (approx. per word bound = -4.087, relative change = 5.965e-05) 
## .....................................................................................................
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## Completing Iteration 73 (approx. per word bound = -4.087, relative change = 5.701e-05) 
## .....................................................................................................
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## Completing Iteration 74 (approx. per word bound = -4.086, relative change = 5.655e-05) 
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## Completing Iteration 75 (approx. per word bound = -4.086, relative change = 5.727e-05) 
## Topic 1: attack, offici, secur, --, al-qaida 
##  Topic 2: say, al, --, al-qaida, town 
##  Topic 3: yemeni, --, forc, ambush, seven 
##  Topic 4: kill, --, troop, fighter, local 
##  Topic 5: bomb, three, militari, five, leader 
##  Topic 6: armi, clash, drone, strike, two 
##  Topic 7: yemen, soldier, suspect, dead, gunmen 
##  Topic 8: --, suicid, raid, -yemen, fight 
##  Topic 9: middl, offic, al-qa'idah, --, gunmen 
##  Topic 10: qaeda, --, milit, al-qaeda, four 
##  Topic 11: --, secur, aden, gulf, threat 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 76 (approx. per word bound = -4.086, relative change = 5.905e-05) 
## .....................................................................................................
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## Completing Iteration 77 (approx. per word bound = -4.086, relative change = 6.430e-05) 
## .....................................................................................................
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## Completing Iteration 78 (approx. per word bound = -4.085, relative change = 7.817e-05) 
## .....................................................................................................
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## Completing Iteration 79 (approx. per word bound = -4.085, relative change = 8.916e-05) 
## .....................................................................................................
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## Completing Iteration 80 (approx. per word bound = -4.085, relative change = 9.131e-05) 
## Topic 1: attack, offici, secur, --, al-qaida 
##  Topic 2: say, al, --, al-qaida, town 
##  Topic 3: yemeni, --, forc, ambush, seven 
##  Topic 4: kill, --, troop, fighter, local 
##  Topic 5: bomb, three, militari, five, leader 
##  Topic 6: armi, clash, drone, strike, two 
##  Topic 7: yemen, soldier, suspect, dead, gunmen 
##  Topic 8: --, suicid, raid, -yemen, fight 
##  Topic 9: middl, offic, al-qa'idah, --, gunmen 
##  Topic 10: qaeda, --, milit, al-qaeda, air 
##  Topic 11: --, secur, aden, gulf, threat 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 81 (approx. per word bound = -4.084, relative change = 8.219e-05) 
## .....................................................................................................
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## Completing Iteration 82 (approx. per word bound = -4.084, relative change = 8.427e-05) 
## .....................................................................................................
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## Completing Iteration 83 (approx. per word bound = -4.084, relative change = 9.452e-05) 
## .....................................................................................................
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## Completing Iteration 84 (approx. per word bound = -4.083, relative change = 1.273e-04) 
## .....................................................................................................
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## Completing Iteration 85 (approx. per word bound = -4.082, relative change = 1.640e-04) 
## Topic 1: attack, offici, secur, --, al-qaida 
##  Topic 2: say, al, --, al-qaida, town 
##  Topic 3: yemeni, --, forc, ambush, seven 
##  Topic 4: kill, --, troop, fighter, local 
##  Topic 5: bomb, three, militari, five, leader 
##  Topic 6: armi, clash, drone, strike, two 
##  Topic 7: yemen, soldier, suspect, dead, gunmen 
##  Topic 8: --, suicid, raid, -yemen, fight 
##  Topic 9: middl, offic, al-qa'idah, --, gunmen 
##  Topic 10: qaeda, --, milit, air, al-qaeda 
##  Topic 11: --, aden, secur, gulf, threat 
## .....................................................................................................
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## Completing Iteration 86 (approx. per word bound = -4.082, relative change = 1.710e-04) 
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## Completing Iteration 87 (approx. per word bound = -4.081, relative change = 1.702e-04) 
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## Completing Iteration 88 (approx. per word bound = -4.080, relative change = 1.314e-04) 
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## Completing Iteration 89 (approx. per word bound = -4.080, relative change = 9.005e-05) 
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## Completed E-Step (0 seconds). 
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## Completing Iteration 90 (approx. per word bound = -4.080, relative change = 8.251e-05) 
## Topic 1: attack, offici, secur, --, al-qaida 
##  Topic 2: say, al, --, al-qaida, town 
##  Topic 3: yemeni, --, forc, ambush, seven 
##  Topic 4: kill, --, troop, fighter, local 
##  Topic 5: bomb, three, militari, five, leader 
##  Topic 6: armi, clash, drone, strike, two 
##  Topic 7: yemen, soldier, suspect, dead, gunmen 
##  Topic 8: --, suicid, raid, -yemen, fight 
##  Topic 9: middl, offic, al-qa'idah, --, gunmen 
##  Topic 10: qaeda, --, milit, air, al-qaeda 
##  Topic 11: --, aden, secur, gulf, threat 
## .....................................................................................................
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## Completing Iteration 91 (approx. per word bound = -4.079, relative change = 7.593e-05) 
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## Completing Iteration 92 (approx. per word bound = -4.079, relative change = 7.942e-05) 
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## Completing Iteration 93 (approx. per word bound = -4.079, relative change = 8.020e-05) 
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## Completing Iteration 94 (approx. per word bound = -4.078, relative change = 8.403e-05) 
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## Completed E-Step (0 seconds). 
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## Completing Iteration 95 (approx. per word bound = -4.078, relative change = 6.863e-05) 
## Topic 1: attack, offici, secur, --, al-qaida 
##  Topic 2: say, al, --, al-qaida, milit 
##  Topic 3: yemeni, --, forc, ambush, seven 
##  Topic 4: kill, --, troop, fighter, local 
##  Topic 5: bomb, three, militari, five, leader 
##  Topic 6: armi, clash, drone, strike, two 
##  Topic 7: yemen, soldier, suspect, dead, gunmen 
##  Topic 8: --, suicid, raid, -yemen, fight 
##  Topic 9: middl, offic, al-qa'idah, --, gunmen 
##  Topic 10: qaeda, --, milit, air, al-qaeda 
##  Topic 11: --, aden, secur, gulf, threat 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 96 (approx. per word bound = -4.078, relative change = 5.218e-05) 
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## Completing Iteration 97 (approx. per word bound = -4.078, relative change = 4.619e-05) 
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## Completing Iteration 98 (approx. per word bound = -4.078, relative change = 4.562e-05) 
## .....................................................................................................
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## Completing Iteration 99 (approx. per word bound = -4.077, relative change = 4.881e-05) 
## .....................................................................................................
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## Completing Iteration 100 (approx. per word bound = -4.077, relative change = 5.295e-05) 
## Topic 1: attack, offici, secur, --, al-qaida 
##  Topic 2: say, al, --, al-qaida, milit 
##  Topic 3: yemeni, --, forc, ambush, seven 
##  Topic 4: kill, --, troop, fighter, local 
##  Topic 5: bomb, three, militari, five, leader 
##  Topic 6: armi, clash, drone, strike, two 
##  Topic 7: yemen, soldier, suspect, dead, gunmen 
##  Topic 8: --, suicid, raid, -yemen, fight 
##  Topic 9: middl, offic, --, al-qa'idah, gunmen 
##  Topic 10: qaeda, --, milit, air, al-qaeda 
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## Topic 1: attack, offici, secur, --, al-qaida 
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##  Topic 3: yemeni, --, forc, ambush, seven 
##  Topic 4: kill, --, troop, fighter, local 
##  Topic 5: bomb, three, militari, five, leader 
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##  Topic 7: yemen, soldier, suspect, dead, gunmen 
##  Topic 8: --, suicid, raid, -yemen, fight 
##  Topic 9: middl, offic, --, al-qa'idah, gunmen 
##  Topic 10: qaeda, --, milit, air, al-qaeda 
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## Topic 1: attack, offici, secur, --, al-qaida 
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##  Topic 3: yemeni, --, forc, ambush, two 
##  Topic 4: kill, --, troop, fighter, local 
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##  Topic 7: yemen, soldier, suspect, dead, gunmen 
##  Topic 8: --, suicid, raid, -yemen, fight 
##  Topic 9: middl, offic, --, al-qa'idah, gunmen 
##  Topic 10: qaeda, --, milit, air, al-qaeda 
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## Topic 1: attack, offici, --, secur, al-qaida 
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##  Topic 3: yemeni, --, forc, ambush, two 
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##  Topic 7: yemen, soldier, suspect, dead, gunmen 
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## Topic 1: attack, offici, --, secur, al-qaida 
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##  Topic 3: yemeni, --, two, forc, ambush 
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## Topic 1: attack, offici, --, secur, al-qaida 
##  Topic 2: say, --, al, al-qaida, milit 
##  Topic 3: yemeni, two, --, forc, ambush 
##  Topic 4: kill, --, troop, fighter, offens 
##  Topic 5: bomb, three, militari, five, -- 
##  Topic 6: armi, clash, drone, strike, us 
##  Topic 7: yemen, soldier, suspect, dead, gunmen 
##  Topic 8: --, suicid, raid, -yemen, fight 
##  Topic 9: middl, offic, --, al-qa'idah, gunmen 
##  Topic 10: qaeda, --, milit, air, al-qaeda 
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## Completing Iteration 130 (approx. per word bound = -4.070, relative change = 4.447e-05) 
## Topic 1: attack, offici, --, secur, al-qaida 
##  Topic 2: say, --, al, al-qaida, milit 
##  Topic 3: yemeni, two, --, forc, ambush 
##  Topic 4: kill, --, troop, fighter, offens 
##  Topic 5: bomb, three, militari, five, -- 
##  Topic 6: armi, clash, drone, strike, us 
##  Topic 7: yemen, soldier, suspect, dead, gunmen 
##  Topic 8: --, suicid, raid, -yemen, fight 
##  Topic 9: middl, offic, --, al-qa'idah, gunmen 
##  Topic 10: qaeda, --, milit, air, al-qaeda 
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## Completing Iteration 135 (approx. per word bound = -4.069, relative change = 3.551e-05) 
## Topic 1: attack, offici, --, secur, al-qaida 
##  Topic 2: say, --, al, al-qaida, milit 
##  Topic 3: yemeni, two, --, forc, ambush 
##  Topic 4: kill, --, troop, fighter, offens 
##  Topic 5: bomb, three, militari, five, -- 
##  Topic 6: armi, clash, drone, strike, us 
##  Topic 7: yemen, suspect, soldier, dead, gunmen 
##  Topic 8: --, suicid, raid, -yemen, fight 
##  Topic 9: middl, offic, --, al-qa'idah, gunmen 
##  Topic 10: qaeda, --, milit, air, al-qaeda 
##  Topic 11: --, aden, secur, gulf, threat 
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## Completing Iteration 136 (approx. per word bound = -4.069, relative change = 3.518e-05) 
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## Completing Iteration 140 (approx. per word bound = -4.069, relative change = 3.518e-05) 
## Topic 1: attack, offici, --, secur, al-qaida 
##  Topic 2: say, --, al, al-qaida, milit 
##  Topic 3: yemeni, two, --, forc, ambush 
##  Topic 4: kill, --, troop, fighter, offens 
##  Topic 5: bomb, three, militari, five, -- 
##  Topic 6: armi, clash, drone, strike, us 
##  Topic 7: yemen, suspect, soldier, dead, gunmen 
##  Topic 8: --, suicid, raid, -yemen, fight 
##  Topic 9: middl, offic, --, al-qa'idah, gunmen 
##  Topic 10: qaeda, --, milit, air, four 
##  Topic 11: --, aden, secur, gulf, threat 
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## Completing Iteration 141 (approx. per word bound = -4.068, relative change = 3.837e-05) 
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## Completing Iteration 145 (approx. per word bound = -4.068, relative change = 3.552e-05) 
## Topic 1: attack, offici, --, secur, al-qaida 
##  Topic 2: say, --, al, al-qaida, milit 
##  Topic 3: yemeni, two, --, forc, ambush 
##  Topic 4: kill, --, troop, fighter, offens 
##  Topic 5: bomb, three, militari, five, -- 
##  Topic 6: armi, clash, drone, strike, us 
##  Topic 7: yemen, suspect, soldier, dead, polic 
##  Topic 8: --, suicid, raid, -yemen, fight 
##  Topic 9: middl, offic, --, al-qa'idah, gunmen 
##  Topic 10: qaeda, --, milit, air, four 
##  Topic 11: --, aden, secur, gulf, threat 
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## Completing Iteration 146 (approx. per word bound = -4.067, relative change = 3.369e-05) 
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## Topic 1: attack, offici, --, secur, al-qaida 
##  Topic 2: say, --, al, al-qaida, milit 
##  Topic 3: yemeni, two, --, forc, ambush 
##  Topic 4: kill, --, troop, fighter, offens 
##  Topic 5: bomb, three, militari, five, -- 
##  Topic 6: armi, clash, drone, strike, -- 
##  Topic 7: yemen, suspect, soldier, dead, -- 
##  Topic 8: --, suicid, raid, -yemen, fight 
##  Topic 9: middl, offic, --, al-qa'idah, gunmen 
##  Topic 10: qaeda, --, milit, air, four 
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## Completing Iteration 151 (approx. per word bound = -4.066, relative change = 4.894e-05) 
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## Topic 1: attack, offici, --, secur, al-qaida 
##  Topic 2: say, --, al, al-qaida, milit 
##  Topic 3: yemeni, two, --, forc, ambush 
##  Topic 4: kill, --, troop, fighter, offens 
##  Topic 5: bomb, three, militari, five, -- 
##  Topic 6: armi, clash, drone, strike, -- 
##  Topic 7: yemen, suspect, soldier, dead, -- 
##  Topic 8: --, suicid, raid, -yemen, fight 
##  Topic 9: middl, offic, --, yemeni, al-qa'idah 
##  Topic 10: qaeda, --, milit, air, four 
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## Completing Iteration 156 (approx. per word bound = -4.065, relative change = 4.650e-05) 
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## Completing Iteration 158 (approx. per word bound = -4.065, relative change = 4.006e-05) 
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## Completing Iteration 159 (approx. per word bound = -4.065, relative change = 4.025e-05) 
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## Completing Iteration 160 (approx. per word bound = -4.065, relative change = 4.293e-05) 
## Topic 1: attack, offici, --, secur, al-qaida 
##  Topic 2: say, --, al, al-qaida, town 
##  Topic 3: yemeni, two, --, forc, ambush 
##  Topic 4: kill, --, troop, fighter, offens 
##  Topic 5: bomb, three, militari, five, -- 
##  Topic 6: armi, clash, drone, strike, yemen 
##  Topic 7: yemen, suspect, soldier, dead, -- 
##  Topic 8: --, suicid, raid, -yemen, fight 
##  Topic 9: middl, offic, --, yemeni, al-qa'idah 
##  Topic 10: qaeda, --, milit, air, four 
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## Completing Iteration 161 (approx. per word bound = -4.065, relative change = 3.899e-05) 
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## Completing Iteration 165 (approx. per word bound = -4.064, relative change = 2.535e-05) 
## Topic 1: attack, offici, --, secur, al-qaida 
##  Topic 2: say, --, al, al-qaida, town 
##  Topic 3: yemeni, two, --, forc, ambush 
##  Topic 4: kill, --, troop, fighter, offens 
##  Topic 5: bomb, three, militari, five, -- 
##  Topic 6: armi, clash, drone, strike, yemen 
##  Topic 7: yemen, suspect, soldier, dead, -- 
##  Topic 8: --, suicid, raid, -yemen, fight 
##  Topic 9: middl, offic, --, yemeni, al-qa'idah 
##  Topic 10: qaeda, --, milit, air, four 
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## Completing Iteration 170 (approx. per word bound = -4.064, relative change = 1.852e-05) 
## Topic 1: attack, offici, --, secur, al-qaida 
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##  Topic 3: yemeni, two, --, forc, ambush 
##  Topic 4: kill, --, troop, fighter, least 
##  Topic 5: bomb, three, militari, five, -- 
##  Topic 6: armi, clash, drone, strike, yemen 
##  Topic 7: yemen, suspect, soldier, dead, -- 
##  Topic 8: --, suicid, raid, -yemen, fight 
##  Topic 9: middl, offic, yemeni, --, al-qa'idah 
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## Completing Iteration 175 (approx. per word bound = -4.063, relative change = 2.051e-05) 
## Topic 1: attack, offici, --, secur, al-qaida 
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##  Topic 3: yemeni, two, --, forc, ambush 
##  Topic 4: kill, --, troop, fighter, least 
##  Topic 5: bomb, three, militari, five, -- 
##  Topic 6: armi, clash, drone, strike, yemen 
##  Topic 7: yemen, suspect, soldier, --, dead 
##  Topic 8: --, suicid, raid, -yemen, fight 
##  Topic 9: middl, offic, yemeni, --, al-qa'idah 
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## Completed M-Step. 
## Completing Iteration 180 (approx. per word bound = -4.063, relative change = 1.553e-05) 
## Topic 1: attack, offici, --, secur, al-qaida 
##  Topic 2: say, --, al, al-qaida, town 
##  Topic 3: yemeni, two, --, forc, ambush 
##  Topic 4: kill, --, troop, fighter, least 
##  Topic 5: bomb, three, militari, five, -- 
##  Topic 6: armi, clash, drone, strike, yemen 
##  Topic 7: yemen, suspect, soldier, --, dead 
##  Topic 8: --, suicid, raid, -yemen, fight 
##  Topic 9: middl, yemeni, offic, --, al-qa'idah 
##  Topic 10: qaeda, --, milit, air, four 
##  Topic 11: --, aden, secur, gulf, threat 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 181 (approx. per word bound = -4.063, relative change = 1.637e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 182 (approx. per word bound = -4.063, relative change = 1.753e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 183 (approx. per word bound = -4.063, relative change = 1.950e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 184 (approx. per word bound = -4.063, relative change = 2.126e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 185 (approx. per word bound = -4.063, relative change = 2.308e-05) 
## Topic 1: attack, offici, --, secur, al-qaida 
##  Topic 2: say, --, al, al-qaida, town 
##  Topic 3: yemeni, two, --, forc, ambush 
##  Topic 4: kill, --, troop, fighter, least 
##  Topic 5: bomb, three, militari, five, -- 
##  Topic 6: armi, clash, drone, strike, yemen 
##  Topic 7: yemen, suspect, soldier, --, dead 
##  Topic 8: --, suicid, raid, -yemen, fight 
##  Topic 9: middl, yemeni, offic, --, al-qa'idah 
##  Topic 10: qaeda, --, milit, air, four 
##  Topic 11: --, aden, secur, gulf, threat 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 186 (approx. per word bound = -4.062, relative change = 2.481e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 187 (approx. per word bound = -4.062, relative change = 2.650e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 188 (approx. per word bound = -4.062, relative change = 2.724e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 189 (approx. per word bound = -4.062, relative change = 2.782e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 190 (approx. per word bound = -4.062, relative change = 2.916e-05) 
## Topic 1: attack, offici, --, secur, al-qaida 
##  Topic 2: say, --, al, al-qaida, town 
##  Topic 3: yemeni, two, --, forc, ambush 
##  Topic 4: kill, --, troop, fighter, least 
##  Topic 5: bomb, three, militari, five, -- 
##  Topic 6: clash, armi, drone, strike, yemen 
##  Topic 7: yemen, soldier, suspect, --, dead 
##  Topic 8: --, suicid, raid, -yemen, bomber 
##  Topic 9: middl, yemeni, offic, --, al-qa'idah 
##  Topic 10: qaeda, --, milit, air, four 
##  Topic 11: --, aden, secur, gulf, threat 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 191 (approx. per word bound = -4.062, relative change = 3.024e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 192 (approx. per word bound = -4.062, relative change = 3.182e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 193 (approx. per word bound = -4.062, relative change = 3.347e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 194 (approx. per word bound = -4.061, relative change = 3.353e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 195 (approx. per word bound = -4.061, relative change = 3.230e-05) 
## Topic 1: attack, offici, --, secur, al-qaida 
##  Topic 2: say, --, al, al-qaida, town 
##  Topic 3: yemeni, two, --, forc, ambush 
##  Topic 4: kill, --, troop, fighter, least 
##  Topic 5: bomb, three, militari, five, -- 
##  Topic 6: clash, armi, drone, yemen, strike 
##  Topic 7: yemen, soldier, suspect, --, dead 
##  Topic 8: --, suicid, raid, -yemen, bomber 
##  Topic 9: middl, yemeni, offic, --, al-qa'idah 
##  Topic 10: qaeda, --, milit, air, four 
##  Topic 11: --, aden, secur, gulf, threat 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 196 (approx. per word bound = -4.061, relative change = 3.093e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 197 (approx. per word bound = -4.061, relative change = 3.314e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 198 (approx. per word bound = -4.061, relative change = 3.927e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 199 (approx. per word bound = -4.061, relative change = 3.064e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 200 (approx. per word bound = -4.061, relative change = 1.632e-05) 
## Topic 1: attack, offici, --, secur, al-qaida 
##  Topic 2: say, --, al, al-qaida, town 
##  Topic 3: yemeni, two, --, forc, ambush 
##  Topic 4: kill, --, troop, fighter, least 
##  Topic 5: bomb, three, militari, five, -- 
##  Topic 6: clash, armi, drone, yemen, strike 
##  Topic 7: yemen, soldier, suspect, --, dead 
##  Topic 8: --, suicid, raid, -yemen, bomber 
##  Topic 9: middl, yemeni, offic, --, al-qa'idah 
##  Topic 10: qaeda, --, milit, air, four 
##  Topic 11: --, aden, secur, gulf, threat 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 201 (approx. per word bound = -4.061, relative change = 1.072e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ............
##   Recovering initialization...
##      ......
## Initialization complete.
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.801) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.626, relative change = 3.650e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.507, relative change = 2.556e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.420, relative change = 1.937e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.361, relative change = 1.331e-02) 
## Topic 1: --, kill, soldier, violenc, unidentifi 
##  Topic 2: --, kill, blast, blame, shell 
##  Topic 3: milit, secur, gulf, threat, strike 
##  Topic 4: soldier, --, aden, critic, troop 
##  Topic 5: say, kill, middl, raid, -yemen 
##  Topic 6: gunmen, --, five, ministri, al 
##  Topic 7: yemen, qaeda, suspect, offici, kill 
##  Topic 8: --, armi, bomb, kill, tribal 
##  Topic 9: yemeni, --, al-qa'idah, middl, assassin 
##  Topic 10: attack, yemen, three, militari, polic 
##  Topic 11: yemen, drone, offic, us, intellig 
##  Topic 12: kill, clash, six, milit, middl 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.321, relative change = 9.354e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.292, relative change = 6.561e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.272, relative change = 4.781e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.256, relative change = 3.581e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.243, relative change = 3.043e-03) 
## Topic 1: --, kill, soldier, four, strike 
##  Topic 2: --, blast, blame, shell, terrorist 
##  Topic 3: secur, milit, gulf, threat, -- 
##  Topic 4: --, soldier, aden, critic, two 
##  Topic 5: say, raid, milit, -yemen, tribe 
##  Topic 6: gunmen, --, al, five, ministri 
##  Topic 7: yemen, qaeda, suspect, offici, kill 
##  Topic 8: --, armi, bomb, kill, tribal 
##  Topic 9: yemeni, middl, --, al-qa'idah, forc 
##  Topic 10: attack, yemen, three, militari, polic 
##  Topic 11: drone, yemen, offic, us, intellig 
##  Topic 12: kill, clash, milit, six, medic 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.232, relative change = 2.735e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.222, relative change = 2.391e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.212, relative change = 2.255e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.204, relative change = 1.922e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.198, relative change = 1.562e-03) 
## Topic 1: --, kill, soldier, four, strike 
##  Topic 2: --, citi, blast, blame, shell 
##  Topic 3: secur, gulf, threat, --, gun 
##  Topic 4: --, aden, critic, two, troop 
##  Topic 5: say, raid, -yemen, milit, air 
##  Topic 6: gunmen, --, al, five, ministri 
##  Topic 7: yemen, qaeda, suspect, offici, kill 
##  Topic 8: --, armi, bomb, suicid, kill 
##  Topic 9: yemeni, middl, --, al-qa'idah, forc 
##  Topic 10: attack, yemen, three, militari, polic 
##  Topic 11: drone, offic, yemen, us, intellig 
##  Topic 12: milit, clash, kill, six, medic 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.192, relative change = 1.305e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -4.187, relative change = 1.136e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -4.183, relative change = 1.004e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -4.179, relative change = 8.659e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.176, relative change = 8.264e-04) 
## Topic 1: --, kill, soldier, four, violenc 
##  Topic 2: --, citi, chief, blast, blame 
##  Topic 3: secur, gulf, threat, --, gun 
##  Topic 4: --, aden, critic, two, troop 
##  Topic 5: say, air, raid, -yemen, tribe 
##  Topic 6: gunmen, --, al, five, ministri 
##  Topic 7: yemen, qaeda, suspect, offici, kill 
##  Topic 8: --, armi, bomb, suicid, tribal 
##  Topic 9: yemeni, middl, --, al-qa'idah, forc 
##  Topic 10: attack, yemen, three, militari, polic 
##  Topic 11: drone, offic, yemen, us, intellig 
##  Topic 12: milit, clash, kill, six, medic 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.172, relative change = 9.334e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -4.168, relative change = 9.930e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -4.164, relative change = 9.683e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -4.160, relative change = 9.143e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -4.156, relative change = 8.949e-04) 
## Topic 1: --, kill, soldier, four, violenc 
##  Topic 2: --, citi, chief, blast, blame 
##  Topic 3: secur, gulf, threat, --, aden 
##  Topic 4: --, critic, two, troop, aden 
##  Topic 5: say, air, raid, -yemen, tribe 
##  Topic 6: gunmen, --, al, five, ministri 
##  Topic 7: yemen, qaeda, suspect, kill, offici 
##  Topic 8: --, armi, bomb, suicid, car 
##  Topic 9: yemeni, middl, --, al-qa'idah, forc 
##  Topic 10: attack, yemen, three, militari, polic 
##  Topic 11: drone, offic, yemen, us, intellig 
##  Topic 12: milit, clash, kill, six, medic 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -4.152, relative change = 1.033e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -4.147, relative change = 1.274e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -4.142, relative change = 1.247e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -4.136, relative change = 1.477e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -4.129, relative change = 1.555e-03) 
## Topic 1: --, kill, soldier, four, violenc 
##  Topic 2: --, citi, chief, blast, blame 
##  Topic 3: secur, aden, gulf, threat, -- 
##  Topic 4: --, two, troop, al-qaida, civilian 
##  Topic 5: say, air, raid, -yemen, tribe 
##  Topic 6: gunmen, --, al, five, ministri 
##  Topic 7: yemen, qaeda, suspect, kill, offici 
##  Topic 8: armi, --, bomb, suicid, car 
##  Topic 9: yemeni, middl, al-qa'idah, --, forc 
##  Topic 10: attack, yemen, three, militari, polic 
##  Topic 11: drone, offic, us, yemen, intellig 
##  Topic 12: milit, clash, kill, six, al-qaida 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -4.124, relative change = 1.161e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -4.121, relative change = 7.817e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -4.119, relative change = 5.653e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -4.117, relative change = 4.748e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -4.115, relative change = 4.472e-04) 
## Topic 1: --, kill, soldier, four, violenc 
##  Topic 2: --, citi, chief, blast, blame 
##  Topic 3: secur, aden, --, gulf, threat 
##  Topic 4: --, two, troop, al-qaida, civilian 
##  Topic 5: say, air, raid, -yemen, tribe 
##  Topic 6: gunmen, --, al, five, ministri 
##  Topic 7: yemen, qaeda, suspect, kill, offici 
##  Topic 8: armi, --, bomb, suicid, car 
##  Topic 9: yemeni, middl, al-qa'idah, --, forc 
##  Topic 10: attack, yemen, three, militari, polic 
##  Topic 11: drone, offic, strike, us, yemen 
##  Topic 12: milit, clash, kill, six, zinjibar 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -4.113, relative change = 4.131e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -4.112, relative change = 3.461e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -4.111, relative change = 3.212e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -4.109, relative change = 3.200e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -4.108, relative change = 3.539e-04) 
## Topic 1: --, kill, soldier, four, violenc 
##  Topic 2: --, citi, chief, blast, blame 
##  Topic 3: secur, --, aden, gulf, threat 
##  Topic 4: --, two, troop, al-qaida, civilian 
##  Topic 5: air, say, raid, -yemen, tribe 
##  Topic 6: gunmen, --, five, al, ministri 
##  Topic 7: yemen, qaeda, suspect, kill, offici 
##  Topic 8: armi, --, bomb, suicid, car 
##  Topic 9: yemeni, middl, al-qa'idah, --, forc 
##  Topic 10: attack, yemen, three, militari, polic 
##  Topic 11: drone, offic, strike, us, yemen 
##  Topic 12: milit, clash, kill, six, zinjibar 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -4.106, relative change = 3.484e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -4.105, relative change = 3.147e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -4.104, relative change = 2.850e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -4.103, relative change = 2.635e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -4.102, relative change = 2.441e-04) 
## Topic 1: --, kill, soldier, four, violenc 
##  Topic 2: --, citi, chief, say, town 
##  Topic 3: secur, --, aden, gulf, threat 
##  Topic 4: --, two, troop, al-qaida, civilian 
##  Topic 5: air, raid, say, -yemen, fighter 
##  Topic 6: gunmen, --, five, ministri, al 
##  Topic 7: yemen, qaeda, suspect, kill, offici 
##  Topic 8: armi, --, bomb, suicid, car 
##  Topic 9: yemeni, middl, al-qa'idah, --, forc 
##  Topic 10: attack, yemen, three, militari, polic 
##  Topic 11: drone, offic, strike, us, yemen 
##  Topic 12: milit, clash, kill, six, zinjibar 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -4.101, relative change = 1.856e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -4.100, relative change = 2.164e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -4.099, relative change = 2.274e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -4.098, relative change = 2.429e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -4.097, relative change = 2.556e-04) 
## Topic 1: --, kill, soldier, four, violenc 
##  Topic 2: say, town, --, citi, al-qaida 
##  Topic 3: secur, --, aden, gulf, threat 
##  Topic 4: --, two, troop, al-qaida, civilian 
##  Topic 5: air, raid, -yemen, say, fighter 
##  Topic 6: gunmen, --, five, ministri, al 
##  Topic 7: yemen, qaeda, suspect, kill, offici 
##  Topic 8: armi, --, bomb, suicid, car 
##  Topic 9: yemeni, middl, al-qa'idah, --, forc 
##  Topic 10: attack, yemen, three, militari, polic 
##  Topic 11: drone, offic, strike, us, yemen 
##  Topic 12: milit, clash, kill, six, zinjibar 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -4.096, relative change = 2.685e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -4.095, relative change = 2.796e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -4.094, relative change = 2.880e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -4.092, relative change = 3.115e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -4.091, relative change = 3.385e-04) 
## Topic 1: --, kill, soldier, four, violenc 
##  Topic 2: say, al-qaida, town, --, citi 
##  Topic 3: secur, --, aden, gulf, threat 
##  Topic 4: --, two, troop, al-qaida, civilian 
##  Topic 5: air, raid, -yemen, fighter, say 
##  Topic 6: gunmen, --, five, ministri, al 
##  Topic 7: yemen, qaeda, kill, suspect, offici 
##  Topic 8: armi, --, bomb, suicid, car 
##  Topic 9: yemeni, middl, al-qa'idah, forc, -- 
##  Topic 10: attack, yemen, three, militari, polic 
##  Topic 11: drone, offic, strike, us, yemen 
##  Topic 12: milit, clash, kill, six, zinjibar 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Topic 1: --, kill, soldier, four, violenc 
##  Topic 2: say, al-qaida, town, --, citi 
##  Topic 3: secur, --, aden, gulf, threat 
##  Topic 4: --, two, troop, al-qaida, civilian 
##  Topic 5: air, raid, -yemen, fighter, say 
##  Topic 6: gunmen, --, five, ministri, al 
##  Topic 7: yemen, qaeda, kill, suspect, offici 
##  Topic 8: armi, --, bomb, suicid, car 
##  Topic 9: yemeni, middl, al-qa'idah, forc, -- 
##  Topic 10: attack, yemen, three, militari, polic 
##  Topic 11: drone, offic, strike, us, yemen 
##  Topic 12: milit, clash, kill, six, zinjibar 
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## Topic 1: --, kill, soldier, four, violenc 
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##  Topic 3: --, secur, aden, gulf, threat 
##  Topic 4: --, two, troop, al-qaida, civilian 
##  Topic 5: air, raid, -yemen, fighter, say 
##  Topic 6: gunmen, --, five, ministri, al 
##  Topic 7: yemen, qaeda, kill, suspect, offici 
##  Topic 8: armi, --, bomb, suicid, car 
##  Topic 9: yemeni, middl, al-qa'idah, secur, forc 
##  Topic 10: attack, yemen, three, militari, polic 
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## Topic 1: --, kill, soldier, four, violenc 
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##  Topic 3: --, secur, aden, gulf, threat 
##  Topic 4: --, two, troop, al-qaida, civilian 
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##  Topic 7: yemen, qaeda, kill, suspect, offici 
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##  Topic 9: yemeni, middl, al-qa'idah, secur, forc 
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## Topic 1: --, kill, soldier, four, violenc 
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##  Topic 7: yemen, qaeda, kill, suspect, offici 
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## Topic 1: --, kill, soldier, four, violenc 
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##  Topic 4: --, two, troop, al-qaida, civilian 
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##  Topic 7: yemen, qaeda, kill, suspect, offici 
##  Topic 8: armi, --, bomb, suicid, car 
##  Topic 9: yemeni, middl, al-qa'idah, secur, forc 
##  Topic 10: attack, yemen, three, militari, polic 
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## Topic 1: --, kill, soldier, four, violenc 
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##  Topic 3: --, aden, secur, gulf, threat 
##  Topic 4: --, two, troop, al-qaida, general 
##  Topic 5: air, raid, -yemen, fighter, tribe 
##  Topic 6: gunmen, --, five, ministri, al 
##  Topic 7: yemen, qaeda, kill, suspect, offici 
##  Topic 8: armi, --, bomb, suicid, car 
##  Topic 9: yemeni, middl, al-qa'idah, secur, forc 
##  Topic 10: attack, yemen, three, militari, polic 
##  Topic 11: drone, offic, strike, yemen, us 
##  Topic 12: milit, clash, kill, six, zinjibar 
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## Completing Iteration 86 (approx. per word bound = -4.074, relative change = 9.903e-05) 
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## Completing Iteration 90 (approx. per word bound = -4.073, relative change = 9.333e-05) 
## Topic 1: --, kill, soldier, four, violenc 
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##  Topic 3: --, aden, secur, gulf, threat 
##  Topic 4: --, two, troop, al-qaida, general 
##  Topic 5: air, raid, -yemen, --, fighter 
##  Topic 6: gunmen, --, five, ministri, al 
##  Topic 7: yemen, qaeda, kill, suspect, offici 
##  Topic 8: armi, --, bomb, suicid, car 
##  Topic 9: yemeni, middl, al-qa'idah, secur, forc 
##  Topic 10: attack, yemen, three, militari, polic 
##  Topic 11: drone, offic, strike, yemen, us 
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## Completing Iteration 91 (approx. per word bound = -4.072, relative change = 8.165e-05) 
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## Completing Iteration 95 (approx. per word bound = -4.071, relative change = 5.690e-05) 
## Topic 1: --, kill, soldier, four, violenc 
##  Topic 2: say, al-qaida, fight, --, town 
##  Topic 3: --, aden, secur, gulf, threat 
##  Topic 4: --, two, troop, al-qaida, general 
##  Topic 5: air, raid, --, -yemen, fighter 
##  Topic 6: gunmen, --, five, ministri, al 
##  Topic 7: yemen, qaeda, kill, suspect, offici 
##  Topic 8: armi, --, bomb, suicid, car 
##  Topic 9: yemeni, middl, al-qa'idah, secur, forc 
##  Topic 10: attack, yemen, three, militari, polic 
##  Topic 11: drone, offic, strike, yemen, us 
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## Completing Iteration 96 (approx. per word bound = -4.071, relative change = 5.892e-05) 
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## Completing Iteration 97 (approx. per word bound = -4.071, relative change = 6.334e-05) 
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## Completing Iteration 100 (approx. per word bound = -4.070, relative change = 7.179e-05) 
## Topic 1: --, kill, soldier, four, violenc 
##  Topic 2: say, al-qaida, fight, --, town 
##  Topic 3: --, aden, secur, gulf, threat 
##  Topic 4: --, two, troop, al-qaida, general 
##  Topic 5: air, --, raid, -yemen, fighter 
##  Topic 6: gunmen, --, five, ministri, bomber 
##  Topic 7: yemen, qaeda, kill, suspect, offici 
##  Topic 8: armi, --, bomb, suicid, car 
##  Topic 9: yemeni, middl, al-qa'idah, secur, forc 
##  Topic 10: attack, yemen, --, three, militari 
##  Topic 11: drone, offic, strike, yemen, us 
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## Completing Iteration 101 (approx. per word bound = -4.070, relative change = 8.406e-05) 
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## Completing Iteration 102 (approx. per word bound = -4.069, relative change = 8.442e-05) 
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## Completing Iteration 105 (approx. per word bound = -4.068, relative change = 6.035e-05) 
## Topic 1: --, kill, soldier, four, violenc 
##  Topic 2: say, al-qaida, fight, --, town 
##  Topic 3: --, aden, secur, gulf, threat 
##  Topic 4: --, two, troop, al-qaida, general 
##  Topic 5: --, air, raid, -yemen, fighter 
##  Topic 6: gunmen, --, five, ministri, bomber 
##  Topic 7: yemen, qaeda, kill, suspect, offici 
##  Topic 8: armi, --, bomb, suicid, car 
##  Topic 9: yemeni, middl, al-qa'idah, secur, forc 
##  Topic 10: attack, yemen, --, three, militari 
##  Topic 11: drone, offic, strike, yemen, us 
##  Topic 12: milit, clash, kill, six, zinjibar 
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## Completing Iteration 106 (approx. per word bound = -4.068, relative change = 5.613e-05) 
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## Completing Iteration 107 (approx. per word bound = -4.068, relative change = 5.534e-05) 
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## Completing Iteration 108 (approx. per word bound = -4.068, relative change = 5.730e-05) 
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## Completing Iteration 110 (approx. per word bound = -4.067, relative change = 6.179e-05) 
## Topic 1: --, kill, soldier, four, violenc 
##  Topic 2: say, al-qaida, fight, --, town 
##  Topic 3: --, aden, secur, gulf, threat 
##  Topic 4: --, two, troop, al-qaida, ambush 
##  Topic 5: --, air, raid, -yemen, fighter 
##  Topic 6: gunmen, --, five, ministri, bomber 
##  Topic 7: yemen, qaeda, kill, suspect, offici 
##  Topic 8: armi, --, bomb, suicid, car 
##  Topic 9: yemeni, middl, al-qa'idah, secur, forc 
##  Topic 10: attack, yemen, --, three, militari 
##  Topic 11: drone, offic, strike, yemen, us 
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## Completing Iteration 111 (approx. per word bound = -4.067, relative change = 5.838e-05) 
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## Completing Iteration 115 (approx. per word bound = -4.066, relative change = 4.632e-05) 
## Topic 1: --, kill, soldier, four, violenc 
##  Topic 2: say, al-qaida, fight, --, al 
##  Topic 3: aden, --, secur, gulf, threat 
##  Topic 4: --, two, troop, al-qaida, ambush 
##  Topic 5: --, air, raid, -yemen, fighter 
##  Topic 6: gunmen, --, five, ministri, civilian 
##  Topic 7: yemen, qaeda, kill, suspect, offici 
##  Topic 8: armi, --, bomb, suicid, car 
##  Topic 9: yemeni, middl, al-qa'idah, secur, forc 
##  Topic 10: attack, yemen, --, three, militari 
##  Topic 11: drone, offic, strike, yemen, us 
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## Completing Iteration 116 (approx. per word bound = -4.066, relative change = 4.246e-05) 
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## Completing Iteration 117 (approx. per word bound = -4.066, relative change = 5.798e-05) 
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## Completing Iteration 118 (approx. per word bound = -4.065, relative change = 9.069e-05) 
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## Completing Iteration 120 (approx. per word bound = -4.065, relative change = 4.256e-05) 
## Topic 1: --, kill, soldier, four, violenc 
##  Topic 2: say, al-qaida, fight, --, al 
##  Topic 3: aden, --, secur, gulf, threat 
##  Topic 4: two, --, troop, ambush, al-qaida 
##  Topic 5: --, air, raid, -yemen, fighter 
##  Topic 6: gunmen, --, five, ministri, civilian 
##  Topic 7: yemen, qaeda, kill, suspect, offici 
##  Topic 8: armi, --, bomb, suicid, car 
##  Topic 9: yemeni, middl, al-qa'idah, secur, forc 
##  Topic 10: attack, yemen, --, three, militari 
##  Topic 11: drone, offic, strike, yemen, us 
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## Completing Iteration 121 (approx. per word bound = -4.065, relative change = 4.589e-05) 
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## Completing Iteration 125 (approx. per word bound = -4.064, relative change = 3.736e-05) 
## Topic 1: --, kill, soldier, four, violenc 
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##  Topic 3: aden, --, secur, gulf, threat 
##  Topic 4: two, --, troop, ambush, al-qaida 
##  Topic 5: --, air, raid, -yemen, fighter 
##  Topic 6: gunmen, --, five, ministri, civilian 
##  Topic 7: yemen, qaeda, kill, suspect, offici 
##  Topic 8: armi, --, bomb, suicid, car 
##  Topic 9: yemeni, middl, al-qa'idah, secur, forc 
##  Topic 10: attack, yemen, --, soldier, three 
##  Topic 11: drone, offic, strike, yemen, us 
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## Topic 1: --, kill, soldier, four, violenc 
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##  Topic 3: aden, --, secur, gulf, threat 
##  Topic 4: two, troop, --, ambush, al-qaida 
##  Topic 5: --, air, raid, -yemen, fighter 
##  Topic 6: gunmen, --, five, ministri, civilian 
##  Topic 7: yemen, qaeda, kill, suspect, offici 
##  Topic 8: armi, --, bomb, suicid, car 
##  Topic 9: yemeni, middl, al-qa'idah, secur, forc 
##  Topic 10: attack, yemen, --, soldier, three 
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## Completed E-Step (0 seconds). 
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## Completing Iteration 135 (approx. per word bound = -4.062, relative change = 4.958e-05) 
## Topic 1: --, kill, soldier, four, violenc 
##  Topic 2: say, al-qaida, al, fight, -- 
##  Topic 3: aden, --, secur, gulf, threat 
##  Topic 4: two, troop, --, ambush, al-qaida 
##  Topic 5: --, air, raid, -yemen, fighter 
##  Topic 6: gunmen, --, five, ministri, yemen 
##  Topic 7: yemen, qaeda, kill, suspect, offici 
##  Topic 8: armi, --, bomb, suicid, car 
##  Topic 9: yemeni, middl, al-qa'idah, secur, forc 
##  Topic 10: attack, yemen, --, soldier, three 
##  Topic 11: drone, offic, strike, yemen, -- 
##  Topic 12: milit, clash, six, kill, zinjibar 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 136 (approx. per word bound = -4.062, relative change = 4.427e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 137 (approx. per word bound = -4.062, relative change = 3.969e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 138 (approx. per word bound = -4.061, relative change = 4.222e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 139 (approx. per word bound = -4.061, relative change = 4.451e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 140 (approx. per word bound = -4.061, relative change = 4.733e-05) 
## Topic 1: --, kill, soldier, four, violenc 
##  Topic 2: say, al-qaida, al, fight, -- 
##  Topic 3: aden, --, secur, gulf, threat 
##  Topic 4: two, troop, --, ambush, al-qaida 
##  Topic 5: --, air, raid, -yemen, fighter 
##  Topic 6: gunmen, --, five, ministri, yemen 
##  Topic 7: yemen, qaeda, kill, suspect, offici 
##  Topic 8: armi, --, bomb, suicid, car 
##  Topic 9: yemeni, middl, al-qa'idah, secur, forc 
##  Topic 10: attack, yemen, --, soldier, three 
##  Topic 11: drone, offic, strike, yemen, -- 
##  Topic 12: milit, clash, six, kill, zinjibar 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 141 (approx. per word bound = -4.061, relative change = 3.813e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 142 (approx. per word bound = -4.061, relative change = 2.970e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 143 (approx. per word bound = -4.061, relative change = 2.417e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 144 (approx. per word bound = -4.061, relative change = 2.321e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 145 (approx. per word bound = -4.060, relative change = 2.385e-05) 
## Topic 1: --, kill, soldier, four, violenc 
##  Topic 2: say, al, al-qaida, fight, -- 
##  Topic 3: aden, --, secur, gulf, threat 
##  Topic 4: two, troop, --, ambush, al-qaida 
##  Topic 5: --, air, raid, -yemen, fighter 
##  Topic 6: gunmen, --, five, ministri, yemen 
##  Topic 7: yemen, qaeda, kill, suspect, offici 
##  Topic 8: armi, --, bomb, suicid, car 
##  Topic 9: yemeni, middl, al-qa'idah, secur, forc 
##  Topic 10: attack, yemen, soldier, --, three 
##  Topic 11: drone, offic, strike, yemen, -- 
##  Topic 12: milit, clash, six, kill, zinjibar 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 146 (approx. per word bound = -4.060, relative change = 2.238e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 147 (approx. per word bound = -4.060, relative change = 2.034e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 148 (approx. per word bound = -4.060, relative change = 2.031e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 149 (approx. per word bound = -4.060, relative change = 2.224e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 150 (approx. per word bound = -4.060, relative change = 2.519e-05) 
## Topic 1: --, kill, soldier, four, violenc 
##  Topic 2: say, al, al-qaida, fight, -- 
##  Topic 3: aden, --, secur, gulf, threat 
##  Topic 4: two, troop, --, ambush, al-qaida 
##  Topic 5: --, air, raid, -yemen, fighter 
##  Topic 6: gunmen, --, five, yemen, ministri 
##  Topic 7: yemen, qaeda, kill, suspect, offici 
##  Topic 8: armi, --, bomb, suicid, car 
##  Topic 9: yemeni, middl, al-qa'idah, secur, forc 
##  Topic 10: attack, yemen, soldier, --, three 
##  Topic 11: drone, offic, strike, yemen, -- 
##  Topic 12: milit, clash, six, kill, zinjibar 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 151 (approx. per word bound = -4.060, relative change = 2.746e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 152 (approx. per word bound = -4.060, relative change = 2.641e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 153 (approx. per word bound = -4.060, relative change = 2.366e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 154 (approx. per word bound = -4.060, relative change = 2.050e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 155 (approx. per word bound = -4.059, relative change = 1.949e-05) 
## Topic 1: --, kill, soldier, four, violenc 
##  Topic 2: say, al, al-qaida, fight, -- 
##  Topic 3: aden, --, secur, gulf, threat 
##  Topic 4: two, troop, --, ambush, al-qaida 
##  Topic 5: --, air, raid, -yemen, fighter 
##  Topic 6: gunmen, --, five, yemen, ministri 
##  Topic 7: yemen, qaeda, kill, suspect, offici 
##  Topic 8: armi, --, bomb, suicid, car 
##  Topic 9: yemeni, middl, al-qa'idah, secur, forc 
##  Topic 10: attack, soldier, yemen, --, three 
##  Topic 11: drone, offic, strike, yemen, -- 
##  Topic 12: milit, clash, six, kill, zinjibar 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 156 (approx. per word bound = -4.059, relative change = 2.224e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 157 (approx. per word bound = -4.059, relative change = 2.892e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 158 (approx. per word bound = -4.059, relative change = 3.918e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 159 (approx. per word bound = -4.059, relative change = 4.871e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 160 (approx. per word bound = -4.059, relative change = 5.058e-05) 
## Topic 1: --, kill, soldier, four, violenc 
##  Topic 2: say, al, al-qaida, fight, -- 
##  Topic 3: aden, --, secur, gulf, threat 
##  Topic 4: two, troop, ambush, --, al-qaida 
##  Topic 5: --, air, raid, -yemen, fighter 
##  Topic 6: gunmen, --, yemen, five, ministri 
##  Topic 7: yemen, qaeda, kill, suspect, offici 
##  Topic 8: armi, --, bomb, suicid, car 
##  Topic 9: yemeni, middl, al-qa'idah, secur, forc 
##  Topic 10: attack, soldier, yemen, --, three 
##  Topic 11: drone, offic, strike, yemen, -- 
##  Topic 12: milit, clash, six, kill, zinjibar 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 161 (approx. per word bound = -4.059, relative change = 4.356e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 162 (approx. per word bound = -4.058, relative change = 2.917e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 163 (approx. per word bound = -4.058, relative change = 1.912e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 164 (approx. per word bound = -4.058, relative change = 1.405e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 165 (approx. per word bound = -4.058, relative change = 1.126e-05) 
## Topic 1: --, kill, soldier, four, violenc 
##  Topic 2: say, al, al-qaida, fight, -- 
##  Topic 3: aden, --, secur, gulf, threat 
##  Topic 4: two, troop, ambush, --, al-qaida 
##  Topic 5: --, air, raid, -yemen, fighter 
##  Topic 6: gunmen, --, yemen, five, ministri 
##  Topic 7: yemen, qaeda, kill, suspect, offici 
##  Topic 8: armi, --, bomb, suicid, car 
##  Topic 9: yemeni, middl, al-qa'idah, secur, forc 
##  Topic 10: attack, soldier, yemen, --, three 
##  Topic 11: drone, offic, strike, --, yemen 
##  Topic 12: milit, clash, six, kill, zinjibar 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      .............
##   Recovering initialization...
##      ......
## Initialization complete.
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -5.025) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.691, relative change = 6.654e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.508, relative change = 3.902e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.420, relative change = 1.935e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.367, relative change = 1.207e-02) 
## Topic 1: secur, yemeni, citi, kill, top 
##  Topic 2: yemeni, capit, assault, secur, shot 
##  Topic 3: offic, critic, aden, intellig, ministri 
##  Topic 4: yemen, soldier, strike, attack, dead 
##  Topic 5: qaeda, al, --, attack, escap 
##  Topic 6: kill, offici, gunmen, dead, six 
##  Topic 7: --, milit, kill, drone, middl 
##  Topic 8: secur, threat, troop, sweep, among 
##  Topic 9: polic, aden, --, fight, assassin 
##  Topic 10: suspect, two, three, forc, air 
##  Topic 11: yemeni, armi, gulf, al-qa'idah, attack 
##  Topic 12: qaeda, attack, --, soldier, death 
##  Topic 13: kill, abyan, seven, middl, protest 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.331, relative change = 8.381e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.305, relative change = 5.918e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.285, relative change = 4.566e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.265, relative change = 4.613e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.245, relative change = 4.793e-03) 
## Topic 1: secur, yemeni, town, chief, citi 
##  Topic 2: capit, assault, yemeni, shot, shell 
##  Topic 3: offic, aden, critic, intellig, ministri 
##  Topic 4: yemen, soldier, strike, attack, dead 
##  Topic 5: al, qaeda, --, escap, -yemen 
##  Topic 6: kill, offici, gunmen, dead, al-qaida 
##  Topic 7: --, milit, kill, clash, drone 
##  Topic 8: secur, threat, gulf, troop, critic 
##  Topic 9: polic, fight, --, assassin, wound 
##  Topic 10: suspect, two, three, air, forc 
##  Topic 11: yemeni, armi, al-qa'idah, middl, attack 
##  Topic 12: qaeda, attack, --, soldier, death 
##  Topic 13: kill, seven, abyan, protest, middl 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.229, relative change = 3.800e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.212, relative change = 4.065e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.196, relative change = 3.649e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.187, relative change = 2.126e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.182, relative change = 1.304e-03) 
## Topic 1: secur, forc, town, chief, al-qaida 
##  Topic 2: capit, assault, shot, shell, saudi 
##  Topic 3: offic, intellig, ministri, car, bomber 
##  Topic 4: yemen, soldier, strike, dead, tribal 
##  Topic 5: al, qaeda, --, -yemen, escap 
##  Topic 6: kill, offici, gunmen, dead, al-qaida 
##  Topic 7: --, milit, kill, clash, drone 
##  Topic 8: aden, secur, gulf, threat, critic 
##  Topic 9: polic, fight, middl, --, assassin 
##  Topic 10: suspect, two, three, air, ambush 
##  Topic 11: yemeni, armi, middl, al-qa'idah, attack 
##  Topic 12: qaeda, attack, --, death, presid 
##  Topic 13: kill, seven, abyan, protest, govt 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.178, relative change = 1.024e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -4.174, relative change = 8.445e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -4.171, relative change = 7.775e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -4.168, relative change = 6.601e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.166, relative change = 6.089e-04) 
## Topic 1: secur, forc, al-qaida, say, town 
##  Topic 2: capit, assault, shot, shell, saudi 
##  Topic 3: offic, intellig, suicid, ministri, car 
##  Topic 4: yemen, soldier, strike, tribal, dead 
##  Topic 5: al, qaeda, -yemen, --, escap 
##  Topic 6: kill, offici, gunmen, dead, six 
##  Topic 7: --, milit, kill, clash, drone 
##  Topic 8: aden, secur, gulf, threat, critic 
##  Topic 9: polic, middl, fight, --, assassin 
##  Topic 10: suspect, two, three, air, ambush 
##  Topic 11: yemeni, armi, middl, al-qa'idah, attack 
##  Topic 12: qaeda, attack, death, presid, -- 
##  Topic 13: kill, seven, abyan, protest, govt 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.162, relative change = 7.710e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -4.158, relative change = 9.676e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -4.154, relative change = 1.063e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -4.150, relative change = 9.476e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -4.147, relative change = 6.761e-04) 
## Topic 1: secur, forc, say, al-qaida, town 
##  Topic 2: capit, assault, shot, shell, saudi 
##  Topic 3: offic, bomb, intellig, suicid, ministri 
##  Topic 4: yemen, soldier, strike, tribal, among 
##  Topic 5: al, -yemen, --, qaeda, escap 
##  Topic 6: kill, offici, gunmen, dead, six 
##  Topic 7: --, milit, kill, clash, drone 
##  Topic 8: aden, secur, gulf, threat, critic 
##  Topic 9: polic, middl, fight, assassin, -- 
##  Topic 10: suspect, two, troop, three, air 
##  Topic 11: yemeni, armi, middl, al-qa'idah, attack 
##  Topic 12: qaeda, attack, death, presid, -- 
##  Topic 13: kill, seven, abyan, protest, govt 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -4.145, relative change = 4.799e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -4.143, relative change = 4.365e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -4.141, relative change = 5.104e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -4.139, relative change = 6.271e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -4.136, relative change = 6.785e-04) 
## Topic 1: secur, say, forc, al-qaida, town 
##  Topic 2: capit, assault, saleh, shot, shell 
##  Topic 3: offic, bomb, intellig, suicid, ministri 
##  Topic 4: yemen, soldier, strike, tribal, among 
##  Topic 5: al, -yemen, --, qaeda, minist 
##  Topic 6: kill, offici, gunmen, dead, six 
##  Topic 7: --, milit, kill, clash, drone 
##  Topic 8: aden, secur, gulf, threat, critic 
##  Topic 9: polic, middl, fight, assassin, -- 
##  Topic 10: suspect, two, troop, three, air 
##  Topic 11: yemeni, armi, middl, al-qa'idah, attack 
##  Topic 12: qaeda, attack, death, tribe, -- 
##  Topic 13: kill, seven, protest, abyan, govt 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -4.133, relative change = 6.137e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -4.131, relative change = 5.120e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -4.129, relative change = 5.023e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -4.127, relative change = 4.869e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -4.126, relative change = 3.744e-04) 
## Topic 1: secur, al-qaida, say, forc, town 
##  Topic 2: capit, assault, saleh, shot, shell 
##  Topic 3: offic, bomb, intellig, suicid, ministri 
##  Topic 4: yemen, soldier, strike, tribal, among 
##  Topic 5: al, -yemen, --, minist, qaeda 
##  Topic 6: kill, offici, gunmen, dead, six 
##  Topic 7: --, milit, kill, clash, drone 
##  Topic 8: aden, secur, --, gulf, threat 
##  Topic 9: polic, middl, fight, gunmen, -- 
##  Topic 10: suspect, two, troop, three, air 
##  Topic 11: yemeni, armi, middl, al-qa'idah, attack 
##  Topic 12: qaeda, attack, tribe, death, general 
##  Topic 13: kill, seven, protest, qaeda-link, govt 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -4.124, relative change = 3.339e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -4.123, relative change = 3.284e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -4.122, relative change = 3.257e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -4.120, relative change = 3.311e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -4.119, relative change = 2.838e-04) 
## Topic 1: secur, al-qaida, say, forc, town 
##  Topic 2: assault, capit, saleh, shot, shell 
##  Topic 3: offic, bomb, intellig, suicid, ministri 
##  Topic 4: yemen, soldier, strike, tribal, among 
##  Topic 5: al, -yemen, --, armi, minist 
##  Topic 6: kill, offici, gunmen, dead, six 
##  Topic 7: --, milit, kill, clash, drone 
##  Topic 8: aden, secur, --, gulf, threat 
##  Topic 9: polic, middl, gunmen, fight, -- 
##  Topic 10: suspect, two, troop, three, air 
##  Topic 11: yemeni, armi, attack, middl, al-qa'idah 
##  Topic 12: qaeda, attack, tribe, death, general 
##  Topic 13: kill, seven, qaeda-link, protest, govt 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -4.118, relative change = 2.940e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -4.117, relative change = 3.007e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -4.115, relative change = 3.093e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -4.114, relative change = 2.995e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -4.113, relative change = 2.655e-04) 
## Topic 1: secur, al-qaida, say, forc, town 
##  Topic 2: assault, capit, saleh, shot, shell 
##  Topic 3: offic, bomb, intellig, suicid, ministri 
##  Topic 4: yemen, soldier, strike, tribal, among 
##  Topic 5: al, --, -yemen, armi, minist 
##  Topic 6: kill, offici, dead, gunmen, six 
##  Topic 7: --, milit, kill, clash, drone 
##  Topic 8: aden, secur, --, gulf, threat 
##  Topic 9: gunmen, polic, middl, fight, -- 
##  Topic 10: suspect, two, troop, three, air 
##  Topic 11: yemeni, armi, attack, middl, al-qa'idah 
##  Topic 12: qaeda, attack, tribe, general, death 
##  Topic 13: kill, seven, qaeda-link, protest, govt 
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## Completing Iteration 46 (approx. per word bound = -4.112, relative change = 2.209e-04) 
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## Topic 1: secur, al-qaida, say, forc, milit 
##  Topic 2: assault, capit, saleh, shot, shell 
##  Topic 3: offic, bomb, intellig, suicid, ministri 
##  Topic 4: yemen, soldier, strike, tribal, among 
##  Topic 5: armi, --, al, -yemen, minist 
##  Topic 6: kill, offici, dead, gunmen, six 
##  Topic 7: --, milit, kill, clash, drone 
##  Topic 8: aden, secur, --, gulf, threat 
##  Topic 9: gunmen, middl, polic, fight, -- 
##  Topic 10: suspect, two, troop, three, air 
##  Topic 11: yemeni, attack, armi, middl, al-qa'idah 
##  Topic 12: qaeda, attack, tribe, general, death 
##  Topic 13: kill, seven, qaeda-link, protest, govt 
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## Completing Iteration 51 (approx. per word bound = -4.108, relative change = 1.930e-04) 
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## Completing Iteration 55 (approx. per word bound = -4.105, relative change = 2.045e-04) 
## Topic 1: secur, al-qaida, say, forc, milit 
##  Topic 2: assault, capit, saleh, shot, troop 
##  Topic 3: offic, bomb, intellig, suicid, ministri 
##  Topic 4: yemen, soldier, strike, tribal, among 
##  Topic 5: armi, --, al, -yemen, minist 
##  Topic 6: kill, offici, dead, gunmen, six 
##  Topic 7: --, milit, kill, clash, drone 
##  Topic 8: aden, secur, --, gulf, threat 
##  Topic 9: gunmen, middl, polic, fight, -- 
##  Topic 10: suspect, two, troop, three, air 
##  Topic 11: yemeni, attack, armi, middl, al-qa'idah 
##  Topic 12: qaeda, attack, tribe, general, death 
##  Topic 13: kill, seven, qaeda-link, protest, govt 
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## Completing Iteration 56 (approx. per word bound = -4.104, relative change = 1.981e-04) 
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## Completing Iteration 60 (approx. per word bound = -4.101, relative change = 1.694e-04) 
## Topic 1: secur, al-qaida, say, forc, milit 
##  Topic 2: dead, assault, capit, saleh, troop 
##  Topic 3: offic, bomb, intellig, suicid, ministri 
##  Topic 4: yemen, soldier, strike, tribal, among 
##  Topic 5: armi, --, al, -yemen, minist 
##  Topic 6: kill, offici, dead, six, gunmen 
##  Topic 7: --, milit, kill, clash, drone 
##  Topic 8: aden, --, secur, gulf, threat 
##  Topic 9: gunmen, middl, polic, fight, -- 
##  Topic 10: suspect, two, troop, three, air 
##  Topic 11: yemeni, attack, armi, --, middl 
##  Topic 12: qaeda, attack, tribe, general, death 
##  Topic 13: kill, seven, qaeda-link, protest, govt 
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## Completing Iteration 61 (approx. per word bound = -4.100, relative change = 1.551e-04) 
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## Topic 1: secur, al-qaida, say, forc, milit 
##  Topic 2: dead, assault, capit, saleh, troop 
##  Topic 3: offic, bomb, intellig, suicid, yemen 
##  Topic 4: yemen, soldier, strike, tribal, among 
##  Topic 5: armi, --, al, -yemen, minist 
##  Topic 6: kill, offici, dead, six, raid 
##  Topic 7: --, milit, kill, clash, drone 
##  Topic 8: aden, --, secur, gulf, threat 
##  Topic 9: gunmen, middl, polic, --, fight 
##  Topic 10: suspect, two, troop, three, air 
##  Topic 11: yemeni, attack, --, middl, al-qa'idah 
##  Topic 12: qaeda, tribe, attack, general, death 
##  Topic 13: kill, seven, qaeda-link, govt, protest 
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## Completing Iteration 66 (approx. per word bound = -4.097, relative change = 1.096e-04) 
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## Completing Iteration 70 (approx. per word bound = -4.095, relative change = 1.346e-04) 
## Topic 1: secur, al-qaida, say, forc, milit 
##  Topic 2: dead, assault, capit, saleh, troop 
##  Topic 3: offic, bomb, intellig, yemen, suicid 
##  Topic 4: yemen, soldier, strike, tribal, among 
##  Topic 5: armi, --, al, -yemen, minist 
##  Topic 6: kill, offici, six, raid, gunmen 
##  Topic 7: --, milit, kill, clash, drone 
##  Topic 8: aden, --, secur, gulf, threat 
##  Topic 9: gunmen, middl, polic, --, fight 
##  Topic 10: suspect, two, troop, three, air 
##  Topic 11: yemeni, attack, --, middl, al-qa'idah 
##  Topic 12: qaeda, tribe, general, death, attack 
##  Topic 13: kill, seven, qaeda-link, govt, protest 
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## Completing Iteration 71 (approx. per word bound = -4.094, relative change = 9.905e-05) 
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## Completing Iteration 74 (approx. per word bound = -4.094, relative change = 4.128e-05) 
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## Completing Iteration 75 (approx. per word bound = -4.094, relative change = 5.562e-05) 
## Topic 1: secur, al-qaida, say, forc, milit 
##  Topic 2: dead, assault, capit, saleh, troop 
##  Topic 3: offic, bomb, yemen, intellig, suicid 
##  Topic 4: yemen, soldier, strike, tribal, among 
##  Topic 5: armi, --, al, -yemen, minist 
##  Topic 6: kill, offici, six, raid, us 
##  Topic 7: --, milit, kill, clash, drone 
##  Topic 8: aden, --, secur, gulf, threat 
##  Topic 9: gunmen, middl, polic, --, militari 
##  Topic 10: suspect, two, troop, three, air 
##  Topic 11: yemeni, attack, --, middl, al-qa'idah 
##  Topic 12: qaeda, tribe, general, fail, death 
##  Topic 13: kill, seven, qaeda-link, govt, hospit 
## .....................................................................................................
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## Completing Iteration 76 (approx. per word bound = -4.093, relative change = 6.655e-05) 
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## Completing Iteration 77 (approx. per word bound = -4.093, relative change = 2.994e-05) 
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## Completing Iteration 78 (approx. per word bound = -4.093, relative change = 2.743e-05) 
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## Completing Iteration 79 (approx. per word bound = -4.093, relative change = 4.113e-05) 
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## Completing Iteration 80 (approx. per word bound = -4.093, relative change = 5.761e-05) 
## Topic 1: secur, al-qaida, say, forc, milit 
##  Topic 2: dead, assault, capit, saleh, troop 
##  Topic 3: offic, bomb, yemen, intellig, suicid 
##  Topic 4: yemen, soldier, strike, tribal, among 
##  Topic 5: armi, --, al, -yemen, minist 
##  Topic 6: kill, offici, us, six, raid 
##  Topic 7: --, milit, kill, clash, drone 
##  Topic 8: aden, --, secur, gulf, threat 
##  Topic 9: gunmen, polic, middl, --, militari 
##  Topic 10: suspect, two, troop, three, air 
##  Topic 11: yemeni, attack, --, middl, al-qa'idah 
##  Topic 12: qaeda, tribe, general, fail, death 
##  Topic 13: kill, seven, qaeda-link, govt, soldier 
## .....................................................................................................
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## Completing Iteration 81 (approx. per word bound = -4.092, relative change = 7.193e-05) 
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## Completing Iteration 82 (approx. per word bound = -4.092, relative change = 7.117e-05) 
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## Completing Iteration 83 (approx. per word bound = -4.092, relative change = 5.545e-05) 
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## Completing Iteration 84 (approx. per word bound = -4.092, relative change = 4.651e-05) 
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## Completing Iteration 85 (approx. per word bound = -4.091, relative change = 4.661e-05) 
## Topic 1: secur, al-qaida, say, forc, milit 
##  Topic 2: dead, troop, assault, capit, saleh 
##  Topic 3: offic, bomb, yemen, intellig, suicid 
##  Topic 4: yemen, soldier, strike, tribal, among 
##  Topic 5: armi, --, al, -yemen, minist 
##  Topic 6: kill, offici, us, six, raid 
##  Topic 7: --, milit, kill, clash, drone 
##  Topic 8: aden, --, secur, gulf, threat 
##  Topic 9: gunmen, polic, middl, yemen, -- 
##  Topic 10: suspect, two, troop, three, air 
##  Topic 11: yemeni, attack, --, middl, al-qa'idah 
##  Topic 12: qaeda, tribe, general, fail, death 
##  Topic 13: kill, seven, qaeda-link, soldier, govt 
## .....................................................................................................
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## Completing Iteration 86 (approx. per word bound = -4.091, relative change = 4.673e-05) 
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## Completing Iteration 87 (approx. per word bound = -4.091, relative change = 4.593e-05) 
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## Completing Iteration 88 (approx. per word bound = -4.091, relative change = 4.564e-05) 
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## Completing Iteration 89 (approx. per word bound = -4.091, relative change = 3.554e-05) 
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## Completing Iteration 90 (approx. per word bound = -4.091, relative change = 3.274e-05) 
## Topic 1: secur, al-qaida, say, forc, milit 
##  Topic 2: dead, troop, yemen, assault, capit 
##  Topic 3: offic, bomb, yemen, intellig, suicid 
##  Topic 4: yemen, soldier, strike, tribal, among 
##  Topic 5: armi, --, al, -yemen, citi 
##  Topic 6: kill, offici, us, six, raid 
##  Topic 7: --, milit, kill, clash, drone 
##  Topic 8: aden, --, secur, gulf, threat 
##  Topic 9: gunmen, polic, middl, yemen, -- 
##  Topic 10: suspect, two, troop, three, ambush 
##  Topic 11: yemeni, attack, --, middl, al-qa'idah 
##  Topic 12: qaeda, tribe, general, fail, take 
##  Topic 13: kill, seven, qaeda-link, soldier, govt 
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## Completing Iteration 91 (approx. per word bound = -4.090, relative change = 4.044e-05) 
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## Completing Iteration 92 (approx. per word bound = -4.090, relative change = 5.535e-05) 
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## Completing Iteration 93 (approx. per word bound = -4.090, relative change = 6.854e-05) 
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## Completing Iteration 94 (approx. per word bound = -4.090, relative change = 7.690e-05) 
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## Completing Iteration 95 (approx. per word bound = -4.089, relative change = 9.563e-05) 
## Topic 1: secur, al-qaida, say, forc, milit 
##  Topic 2: dead, yemen, troop, assault, capit 
##  Topic 3: offic, bomb, yemen, intellig, suicid 
##  Topic 4: yemen, soldier, strike, tribal, among 
##  Topic 5: armi, --, al, -yemen, citi 
##  Topic 6: kill, offici, us, six, raid 
##  Topic 7: --, milit, kill, clash, drone 
##  Topic 8: aden, --, secur, gulf, threat 
##  Topic 9: gunmen, polic, yemen, middl, -- 
##  Topic 10: suspect, two, troop, three, ambush 
##  Topic 11: yemeni, attack, --, middl, al-qa'idah 
##  Topic 12: qaeda, tribe, general, fail, take 
##  Topic 13: kill, seven, soldier, qaeda-link, four 
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## Completing Iteration 96 (approx. per word bound = -4.089, relative change = 1.156e-04) 
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## Completing Iteration 97 (approx. per word bound = -4.088, relative change = 7.754e-05) 
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## Completing Iteration 98 (approx. per word bound = -4.088, relative change = 6.004e-05) 
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## Completing Iteration 99 (approx. per word bound = -4.088, relative change = 6.244e-05) 
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## Completing Iteration 100 (approx. per word bound = -4.088, relative change = 7.075e-05) 
## Topic 1: secur, al-qaida, say, forc, milit 
##  Topic 2: dead, yemen, troop, assault, capit 
##  Topic 3: offic, bomb, yemen, intellig, suicid 
##  Topic 4: yemen, soldier, strike, tribal, among 
##  Topic 5: armi, --, al, -yemen, citi 
##  Topic 6: kill, offici, us, six, air 
##  Topic 7: --, kill, milit, clash, drone 
##  Topic 8: aden, --, secur, gulf, threat 
##  Topic 9: gunmen, polic, yemen, middl, militari 
##  Topic 10: suspect, two, troop, three, ambush 
##  Topic 11: yemeni, attack, --, middl, al-qa'idah 
##  Topic 12: qaeda, tribe, general, fail, take 
##  Topic 13: kill, four, seven, soldier, qaeda-link 
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## Completing Iteration 101 (approx. per word bound = -4.087, relative change = 7.901e-05) 
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## Completing Iteration 102 (approx. per word bound = -4.087, relative change = 7.625e-05) 
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## Completing Iteration 103 (approx. per word bound = -4.087, relative change = 5.685e-05) 
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## Completing Iteration 104 (approx. per word bound = -4.087, relative change = 5.437e-05) 
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## Completing Iteration 105 (approx. per word bound = -4.086, relative change = 5.628e-05) 
## Topic 1: secur, al-qaida, say, forc, milit 
##  Topic 2: dead, yemen, troop, assault, capit 
##  Topic 3: offic, bomb, yemen, intellig, suicid 
##  Topic 4: yemen, soldier, strike, tribal, five 
##  Topic 5: armi, --, al, -yemen, citi 
##  Topic 6: kill, offici, us, air, six 
##  Topic 7: --, kill, milit, clash, drone 
##  Topic 8: aden, --, secur, gulf, threat 
##  Topic 9: gunmen, polic, yemen, militari, -- 
##  Topic 10: suspect, two, troop, three, ambush 
##  Topic 11: yemeni, attack, --, middl, al-qa'idah 
##  Topic 12: qaeda, tribe, general, fail, take 
##  Topic 13: kill, four, soldier, seven, qaeda-link 
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## Completing Iteration 106 (approx. per word bound = -4.086, relative change = 5.156e-05) 
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## Completing Iteration 107 (approx. per word bound = -4.086, relative change = 4.707e-05) 
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## Completing Iteration 108 (approx. per word bound = -4.086, relative change = 4.624e-05) 
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## Completing Iteration 109 (approx. per word bound = -4.086, relative change = 4.756e-05) 
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## Completing Iteration 110 (approx. per word bound = -4.085, relative change = 5.265e-05) 
## Topic 1: secur, al-qaida, say, forc, milit 
##  Topic 2: dead, yemen, troop, assault, capit 
##  Topic 3: offic, bomb, intellig, yemen, suicid 
##  Topic 4: yemen, soldier, strike, tribal, five 
##  Topic 5: armi, --, al, -yemen, citi 
##  Topic 6: kill, offici, us, air, six 
##  Topic 7: --, kill, milit, clash, drone 
##  Topic 8: aden, --, secur, gulf, threat 
##  Topic 9: gunmen, polic, yemen, militari, -- 
##  Topic 10: suspect, two, troop, three, ambush 
##  Topic 11: yemeni, attack, --, middl, al-qa'idah 
##  Topic 12: qaeda, tribe, general, fail, take 
##  Topic 13: kill, four, soldier, seven, qaeda-link 
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## Completing Iteration 111 (approx. per word bound = -4.085, relative change = 5.853e-05) 
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## Completing Iteration 112 (approx. per word bound = -4.085, relative change = 6.431e-05) 
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## Completing Iteration 113 (approx. per word bound = -4.085, relative change = 6.661e-05) 
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## Completing Iteration 114 (approx. per word bound = -4.084, relative change = 6.839e-05) 
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## Completing Iteration 115 (approx. per word bound = -4.084, relative change = 7.352e-05) 
## Topic 1: secur, al-qaida, say, forc, milit 
##  Topic 2: dead, yemen, troop, assault, capit 
##  Topic 3: offic, bomb, intellig, suicid, yemen 
##  Topic 4: yemen, soldier, strike, five, tribal 
##  Topic 5: armi, --, al, -yemen, citi 
##  Topic 6: kill, offici, us, air, six 
##  Topic 7: --, kill, milit, clash, drone 
##  Topic 8: aden, --, secur, gulf, threat 
##  Topic 9: gunmen, polic, yemen, militari, -- 
##  Topic 10: suspect, two, troop, three, ambush 
##  Topic 11: yemeni, attack, --, middl, al-qa'idah 
##  Topic 12: qaeda, tribe, general, fail, take 
##  Topic 13: kill, four, soldier, seven, qaeda-link 
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## Completing Iteration 116 (approx. per word bound = -4.084, relative change = 8.003e-05) 
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## Completing Iteration 117 (approx. per word bound = -4.083, relative change = 8.511e-05) 
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## Completing Iteration 118 (approx. per word bound = -4.083, relative change = 8.825e-05) 
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## Completing Iteration 119 (approx. per word bound = -4.083, relative change = 9.330e-05) 
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## Completing Iteration 120 (approx. per word bound = -4.082, relative change = 1.006e-04) 
## Topic 1: secur, al-qaida, say, forc, milit 
##  Topic 2: dead, yemen, troop, assault, capit 
##  Topic 3: offic, bomb, intellig, suicid, yemen 
##  Topic 4: yemen, soldier, strike, five, tribal 
##  Topic 5: armi, --, al, -yemen, citi 
##  Topic 6: kill, offici, strike, us, air 
##  Topic 7: --, kill, milit, clash, drone 
##  Topic 8: aden, --, secur, gulf, threat 
##  Topic 9: gunmen, polic, --, yemen, militari 
##  Topic 10: suspect, two, troop, ambush, three 
##  Topic 11: yemeni, attack, --, middl, al-qa'idah 
##  Topic 12: qaeda, tribe, general, fail, take 
##  Topic 13: kill, soldier, four, seven, qaeda-link 
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## Completing Iteration 121 (approx. per word bound = -4.082, relative change = 1.115e-04) 
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## Topic 1: secur, al-qaida, say, forc, milit 
##  Topic 2: dead, yemen, troop, assault, capit 
##  Topic 3: offic, bomb, intellig, suicid, yemen 
##  Topic 4: yemen, soldier, five, strike, tribal 
##  Topic 5: armi, --, al, -yemen, citi 
##  Topic 6: kill, offici, strike, us, drone 
##  Topic 7: --, kill, milit, clash, drone 
##  Topic 8: aden, --, secur, gulf, threat 
##  Topic 9: gunmen, polic, --, militari, yemen 
##  Topic 10: suspect, two, troop, ambush, three 
##  Topic 11: yemeni, attack, --, middl, al-qa'idah 
##  Topic 12: qaeda, tribe, general, fail, take 
##  Topic 13: kill, soldier, four, seven, qaeda-link 
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## Completing Iteration 126 (approx. per word bound = -4.078, relative change = 1.337e-04) 
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## Topic 1: secur, al-qaida, say, forc, milit 
##  Topic 2: dead, yemen, assault, capit, saleh 
##  Topic 3: offic, bomb, intellig, suicid, ministri 
##  Topic 4: yemen, soldier, five, tribal, among 
##  Topic 5: armi, --, al, -yemen, citi 
##  Topic 6: kill, offici, strike, drone, us 
##  Topic 7: --, kill, milit, clash, drone 
##  Topic 8: aden, --, secur, gulf, threat 
##  Topic 9: gunmen, polic, militari, --, yemen 
##  Topic 10: suspect, two, troop, ambush, three 
##  Topic 11: yemeni, attack, --, middl, al-qa'idah 
##  Topic 12: qaeda, tribe, general, fail, take 
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## Topic 1: secur, al-qaida, say, forc, milit 
##  Topic 2: dead, yemen, assault, capit, saleh 
##  Topic 3: offic, bomb, intellig, suicid, ministri 
##  Topic 4: yemen, soldier, five, tribal, among 
##  Topic 5: armi, --, al, -yemen, citi 
##  Topic 6: kill, offici, drone, strike, us 
##  Topic 7: --, kill, milit, clash, civilian 
##  Topic 8: aden, --, secur, gulf, threat 
##  Topic 9: gunmen, polic, militari, --, yemen 
##  Topic 10: suspect, two, troop, ambush, three 
##  Topic 11: yemeni, attack, --, middl, al-qa'idah 
##  Topic 12: qaeda, tribe, general, fail, take 
##  Topic 13: kill, soldier, four, seven, qaeda-link 
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## Topic 1: secur, al-qaida, say, forc, milit 
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##  Topic 4: yemen, soldier, five, tribal, among 
##  Topic 5: armi, --, al, -yemen, citi 
##  Topic 6: kill, offici, drone, strike, us 
##  Topic 7: --, kill, milit, clash, civilian 
##  Topic 8: aden, --, secur, gulf, threat 
##  Topic 9: gunmen, polic, militari, --, yemen 
##  Topic 10: suspect, two, troop, ambush, three 
##  Topic 11: yemeni, attack, --, middl, al-qa'idah 
##  Topic 12: qaeda, tribe, general, fail, take 
##  Topic 13: kill, soldier, four, seven, qaeda-link 
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## Topic 1: secur, al-qaida, say, forc, milit 
##  Topic 2: dead, yemen, assault, capit, saleh 
##  Topic 3: offic, bomb, intellig, suicid, ministri 
##  Topic 4: yemen, soldier, five, tribal, civilian 
##  Topic 5: armi, --, al, -yemen, citi 
##  Topic 6: kill, offici, drone, strike, us 
##  Topic 7: --, kill, milit, clash, civilian 
##  Topic 8: aden, --, secur, gulf, threat 
##  Topic 9: gunmen, polic, militari, --, yemen 
##  Topic 10: suspect, two, troop, ambush, three 
##  Topic 11: yemeni, attack, --, middl, al-qa'idah 
##  Topic 12: qaeda, tribe, general, fail, take 
##  Topic 13: kill, soldier, four, seven, qaeda-link 
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## Completing Iteration 146 (approx. per word bound = -4.073, relative change = 1.032e-04) 
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## Completing Iteration 150 (approx. per word bound = -4.072, relative change = 3.435e-05) 
## Topic 1: secur, al-qaida, say, forc, milit 
##  Topic 2: dead, yemen, assault, capit, saleh 
##  Topic 3: offic, bomb, intellig, suicid, ministri 
##  Topic 4: yemen, soldier, five, tribal, civilian 
##  Topic 5: armi, --, al, -yemen, citi 
##  Topic 6: kill, offici, drone, strike, us 
##  Topic 7: --, kill, milit, clash, civilian 
##  Topic 8: aden, --, secur, gulf, threat 
##  Topic 9: gunmen, polic, --, militari, fight 
##  Topic 10: suspect, two, troop, ambush, three 
##  Topic 11: yemeni, attack, --, middl, al-qa'idah 
##  Topic 12: qaeda, tribe, general, take, fail 
##  Topic 13: kill, soldier, four, seven, qaeda-link 
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## Completing Iteration 151 (approx. per word bound = -4.072, relative change = 4.672e-05) 
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## Completing Iteration 155 (approx. per word bound = -4.071, relative change = 8.307e-05) 
## Topic 1: secur, al-qaida, say, forc, milit 
##  Topic 2: dead, yemen, troop, assault, capit 
##  Topic 3: offic, bomb, intellig, suicid, ministri 
##  Topic 4: yemen, soldier, five, civilian, tribal 
##  Topic 5: armi, --, al, -yemen, citi 
##  Topic 6: kill, offici, drone, strike, us 
##  Topic 7: --, kill, milit, clash, wit 
##  Topic 8: aden, --, secur, gulf, threat 
##  Topic 9: gunmen, polic, --, militari, fight 
##  Topic 10: suspect, two, troop, ambush, three 
##  Topic 11: yemeni, attack, --, middl, al-qa'idah 
##  Topic 12: qaeda, tribe, general, take, anti-terror 
##  Topic 13: kill, soldier, four, seven, qaeda-link 
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## Completing Iteration 156 (approx. per word bound = -4.070, relative change = 7.642e-05) 
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## Completing Iteration 158 (approx. per word bound = -4.070, relative change = 8.245e-05) 
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## Completing Iteration 159 (approx. per word bound = -4.069, relative change = 7.593e-05) 
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## Completing Iteration 160 (approx. per word bound = -4.069, relative change = 6.264e-05) 
## Topic 1: secur, al-qaida, say, forc, milit 
##  Topic 2: dead, yemen, troop, assault, capit 
##  Topic 3: offic, bomb, intellig, suicid, ministri 
##  Topic 4: yemen, five, soldier, civilian, tribal 
##  Topic 5: armi, --, al, -yemen, citi 
##  Topic 6: kill, offici, drone, strike, us 
##  Topic 7: --, kill, milit, clash, wit 
##  Topic 8: aden, --, secur, gulf, threat 
##  Topic 9: gunmen, polic, --, militari, fight 
##  Topic 10: suspect, two, troop, ambush, three 
##  Topic 11: yemeni, attack, --, middl, al-qa'idah 
##  Topic 12: qaeda, tribe, general, take, anti-terror 
##  Topic 13: kill, soldier, four, seven, qaeda-link 
## .....................................................................................................
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## Completing Iteration 161 (approx. per word bound = -4.069, relative change = 6.858e-05) 
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## Completing Iteration 162 (approx. per word bound = -4.069, relative change = 7.924e-05) 
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## Completing Iteration 163 (approx. per word bound = -4.068, relative change = 9.245e-05) 
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## Completing Iteration 164 (approx. per word bound = -4.068, relative change = 1.115e-04) 
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## Completing Iteration 165 (approx. per word bound = -4.067, relative change = 1.479e-04) 
## Topic 1: secur, al-qaida, say, forc, milit 
##  Topic 2: dead, yemen, troop, assault, capit 
##  Topic 3: offic, bomb, intellig, suicid, ministri 
##  Topic 4: yemen, five, civilian, tribal, soldier 
##  Topic 5: armi, --, al, -yemen, citi 
##  Topic 6: kill, offici, drone, strike, us 
##  Topic 7: --, kill, milit, clash, wit 
##  Topic 8: aden, --, secur, gulf, threat 
##  Topic 9: gunmen, polic, --, militari, fight 
##  Topic 10: suspect, two, troop, ambush, three 
##  Topic 11: yemeni, attack, --, middl, al-qa'idah 
##  Topic 12: qaeda, tribe, general, take, anti-terror 
##  Topic 13: kill, soldier, four, seven, qaeda-link 
## .....................................................................................................
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## Completing Iteration 166 (approx. per word bound = -4.066, relative change = 1.877e-04) 
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## Completing Iteration 167 (approx. per word bound = -4.066, relative change = 1.372e-04) 
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## Completing Iteration 168 (approx. per word bound = -4.065, relative change = 9.970e-05) 
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## Completing Iteration 169 (approx. per word bound = -4.065, relative change = 8.933e-05) 
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## Completing Iteration 170 (approx. per word bound = -4.065, relative change = 8.130e-05) 
## Topic 1: secur, al-qaida, say, forc, offici 
##  Topic 2: dead, --, yemen, troop, assault 
##  Topic 3: offic, bomb, intellig, suicid, ministri 
##  Topic 4: yemen, five, civilian, tribal, among 
##  Topic 5: armi, --, al, -yemen, citi 
##  Topic 6: kill, drone, offici, strike, us 
##  Topic 7: --, kill, milit, clash, wit 
##  Topic 8: aden, --, secur, gulf, threat 
##  Topic 9: gunmen, polic, --, militari, fight 
##  Topic 10: suspect, two, troop, ambush, three 
##  Topic 11: yemeni, attack, --, middl, al-qa'idah 
##  Topic 12: qaeda, tribe, general, take, anti-terror 
##  Topic 13: kill, soldier, four, seven, qaeda-link 
## .....................................................................................................
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## Completing Iteration 171 (approx. per word bound = -4.064, relative change = 7.371e-05) 
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## Completing Iteration 172 (approx. per word bound = -4.064, relative change = 6.650e-05) 
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## Completing Iteration 173 (approx. per word bound = -4.064, relative change = 6.108e-05) 
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## Completing Iteration 174 (approx. per word bound = -4.064, relative change = 5.843e-05) 
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## Completing Iteration 175 (approx. per word bound = -4.063, relative change = 5.864e-05) 
## Topic 1: secur, al-qaida, offici, say, forc 
##  Topic 2: dead, --, yemen, troop, assault 
##  Topic 3: offic, bomb, intellig, suicid, ministri 
##  Topic 4: yemen, five, civilian, tribal, among 
##  Topic 5: armi, --, al, -yemen, citi 
##  Topic 6: kill, drone, strike, offici, milit 
##  Topic 7: --, kill, clash, milit, wit 
##  Topic 8: aden, --, secur, gulf, threat 
##  Topic 9: gunmen, polic, militari, --, fight 
##  Topic 10: suspect, two, troop, ambush, six 
##  Topic 11: yemeni, attack, --, middl, al-qa'idah 
##  Topic 12: qaeda, tribe, general, take, anti-terror 
##  Topic 13: soldier, kill, four, seven, zinjibar 
## .....................................................................................................
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## Completing Iteration 176 (approx. per word bound = -4.063, relative change = 6.514e-05) 
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## Completing Iteration 177 (approx. per word bound = -4.063, relative change = 7.489e-05) 
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## Completing Iteration 178 (approx. per word bound = -4.063, relative change = 7.367e-05) 
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## Completing Iteration 179 (approx. per word bound = -4.062, relative change = 4.660e-05) 
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## Completing Iteration 180 (approx. per word bound = -4.062, relative change = 3.531e-05) 
## Topic 1: secur, offici, al-qaida, say, forc 
##  Topic 2: dead, --, yemen, troop, assault 
##  Topic 3: offic, bomb, intellig, suicid, ministri 
##  Topic 4: yemen, five, civilian, tribal, among 
##  Topic 5: armi, --, al, -yemen, citi 
##  Topic 6: kill, drone, strike, milit, offici 
##  Topic 7: --, kill, clash, milit, wit 
##  Topic 8: aden, --, secur, gulf, threat 
##  Topic 9: gunmen, polic, militari, --, fight 
##  Topic 10: suspect, two, troop, ambush, six 
##  Topic 11: yemeni, attack, --, middl, al-qa'idah 
##  Topic 12: qaeda, tribe, general, take, anti-terror 
##  Topic 13: soldier, kill, four, seven, zinjibar 
## .....................................................................................................
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## Completing Iteration 181 (approx. per word bound = -4.062, relative change = 4.051e-05) 
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## Completing Iteration 182 (approx. per word bound = -4.062, relative change = 4.891e-05) 
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## Completing Iteration 183 (approx. per word bound = -4.062, relative change = 5.218e-05) 
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## Completing Iteration 184 (approx. per word bound = -4.062, relative change = 4.331e-05) 
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## Completing Iteration 185 (approx. per word bound = -4.061, relative change = 3.776e-05) 
## Topic 1: offici, secur, al-qaida, say, forc 
##  Topic 2: dead, --, yemen, troop, assault 
##  Topic 3: offic, bomb, intellig, suicid, ministri 
##  Topic 4: yemen, five, civilian, tribal, among 
##  Topic 5: armi, --, al, -yemen, citi 
##  Topic 6: kill, drone, strike, milit, offici 
##  Topic 7: --, kill, clash, milit, wit 
##  Topic 8: aden, --, secur, gulf, threat 
##  Topic 9: gunmen, polic, militari, --, fight 
##  Topic 10: suspect, two, troop, six, ambush 
##  Topic 11: yemeni, attack, --, middl, al-qa'idah 
##  Topic 12: qaeda, tribe, general, take, anti-terror 
##  Topic 13: soldier, kill, four, seven, zinjibar 
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## Completing Iteration 186 (approx. per word bound = -4.061, relative change = 2.918e-05) 
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## Completing Iteration 187 (approx. per word bound = -4.061, relative change = 2.362e-05) 
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## Completing Iteration 188 (approx. per word bound = -4.061, relative change = 2.055e-05) 
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## Completing Iteration 189 (approx. per word bound = -4.061, relative change = 1.877e-05) 
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## Completing Iteration 190 (approx. per word bound = -4.061, relative change = 1.786e-05) 
## Topic 1: offici, secur, al-qaida, say, forc 
##  Topic 2: dead, --, yemen, troop, assault 
##  Topic 3: offic, bomb, intellig, suicid, ministri 
##  Topic 4: yemen, five, civilian, tribal, -- 
##  Topic 5: armi, --, al, -yemen, citi 
##  Topic 6: kill, drone, milit, strike, us 
##  Topic 7: --, kill, clash, milit, rampag 
##  Topic 8: aden, --, secur, gulf, threat 
##  Topic 9: gunmen, polic, militari, --, yemen 
##  Topic 10: suspect, two, troop, six, ambush 
##  Topic 11: yemeni, attack, middl, --, al-qa'idah 
##  Topic 12: qaeda, tribe, general, take, anti-terror 
##  Topic 13: soldier, kill, four, seven, zinjibar 
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## Completing Iteration 191 (approx. per word bound = -4.061, relative change = 1.698e-05) 
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## Completing Iteration 192 (approx. per word bound = -4.061, relative change = 1.717e-05) 
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## Completing Iteration 194 (approx. per word bound = -4.061, relative change = 1.400e-05) 
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## Completing Iteration 195 (approx. per word bound = -4.061, relative change = 1.324e-05) 
## Topic 1: offici, secur, al-qaida, say, forc 
##  Topic 2: dead, --, yemen, troop, assault 
##  Topic 3: offic, bomb, intellig, suicid, ministri 
##  Topic 4: yemen, five, civilian, tribal, -- 
##  Topic 5: armi, --, al, -yemen, citi 
##  Topic 6: kill, drone, milit, strike, us 
##  Topic 7: --, kill, clash, milit, rampag 
##  Topic 8: aden, --, secur, gulf, threat 
##  Topic 9: gunmen, polic, militari, --, yemen 
##  Topic 10: suspect, two, troop, six, ambush 
##  Topic 11: yemeni, attack, middl, --, al-qa'idah 
##  Topic 12: qaeda, tribe, general, take, anti-terror 
##  Topic 13: soldier, kill, four, seven, zinjibar 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 196 (approx. per word bound = -4.061, relative change = 1.299e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 197 (approx. per word bound = -4.061, relative change = 1.225e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 198 (approx. per word bound = -4.060, relative change = 1.315e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 199 (approx. per word bound = -4.060, relative change = 1.213e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 200 (approx. per word bound = -4.060, relative change = 1.073e-05) 
## Topic 1: offici, secur, al-qaida, say, forc 
##  Topic 2: dead, --, yemen, troop, assault 
##  Topic 3: offic, bomb, intellig, suicid, ministri 
##  Topic 4: yemen, five, civilian, tribal, -- 
##  Topic 5: armi, --, al, -yemen, citi 
##  Topic 6: kill, drone, milit, strike, us 
##  Topic 7: --, kill, clash, milit, rampag 
##  Topic 8: aden, --, secur, gulf, threat 
##  Topic 9: gunmen, polic, militari, --, yemen 
##  Topic 10: suspect, two, troop, six, ambush 
##  Topic 11: yemeni, attack, middl, --, al-qa'idah 
##  Topic 12: qaeda, tribe, general, take, anti-terror 
##  Topic 13: soldier, kill, four, seven, clash 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ..............
##   Recovering initialization...
##      ......
## Initialization complete.
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.961) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.580, relative change = 7.667e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.407, relative change = 3.784e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.321, relative change = 1.943e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.269, relative change = 1.214e-02) 
## Topic 1: secur, aden, gulf, --, threat 
##  Topic 2: say, forc, --, citi, kill 
##  Topic 3: --, dead, bomb, militari, bomber 
##  Topic 4: al-qaida, us, polic, suicid, ministri 
##  Topic 5: al-qa'idah, middl, intellig, element, escap 
##  Topic 6: --, milit, five, leader, al 
##  Topic 7: yemen, qaeda, attack, armi, clash 
##  Topic 8: kill, two, six, car, -- 
##  Topic 9: kill, drone, four, gunmen, seven 
##  Topic 10: suspect, kill, strike, three, al-qaeda 
##  Topic 11: yemeni, offici, ambush, forc, soldier 
##  Topic 12: soldier, town, capit, say, zinjibar 
##  Topic 13: --, offic, middl, gun, claim 
##  Topic 14: kill, -yemen, armi, offens, assault 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.235, relative change = 7.896e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.214, relative change = 5.085e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.198, relative change = 3.612e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.187, relative change = 2.796e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.178, relative change = 2.108e-03) 
## Topic 1: secur, aden, --, gulf, threat 
##  Topic 2: say, forc, --, citi, houthi 
##  Topic 3: --, dead, bomb, militari, bomber 
##  Topic 4: al-qaida, us, polic, suicid, ministri 
##  Topic 5: middl, al-qa'idah, intellig, abyan, element 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, attack, clash, troop 
##  Topic 8: kill, two, six, raid, -- 
##  Topic 9: kill, drone, gunmen, four, seven 
##  Topic 10: suspect, kill, strike, three, al-qaeda 
##  Topic 11: yemeni, offici, ambush, forc, local 
##  Topic 12: soldier, town, capit, say, zinjibar 
##  Topic 13: --, offic, gun, middl, claim 
##  Topic 14: kill, armi, -yemen, offens, assault 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.171, relative change = 1.623e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.165, relative change = 1.444e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.159, relative change = 1.385e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.155, relative change = 1.135e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.150, relative change = 1.031e-03) 
## Topic 1: secur, aden, --, gulf, threat 
##  Topic 2: say, --, forc, citi, houthi 
##  Topic 3: --, dead, bomb, militari, bomber 
##  Topic 4: al-qaida, us, polic, suicid, ministri 
##  Topic 5: middl, al-qa'idah, intellig, abyan, element 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, attack, clash, troop 
##  Topic 8: kill, two, six, raid, -- 
##  Topic 9: kill, drone, gunmen, four, seven 
##  Topic 10: suspect, kill, strike, three, al-qaeda 
##  Topic 11: yemeni, offici, ambush, local, forc 
##  Topic 12: soldier, town, capit, zinjibar, say 
##  Topic 13: --, offic, gun, among, top 
##  Topic 14: kill, armi, fighter, -yemen, offens 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.146, relative change = 1.017e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -4.142, relative change = 9.344e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -4.140, relative change = 5.802e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -4.138, relative change = 5.303e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.135, relative change = 5.542e-04) 
## Topic 1: secur, aden, --, gulf, threat 
##  Topic 2: say, --, forc, citi, -yemen 
##  Topic 3: --, dead, bomb, militari, bomber 
##  Topic 4: al-qaida, us, polic, suicid, ministri 
##  Topic 5: middl, al-qa'idah, intellig, attack, abyan 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, attack, clash, troop 
##  Topic 8: kill, two, six, raid, -- 
##  Topic 9: kill, gunmen, drone, four, seven 
##  Topic 10: suspect, kill, strike, three, al-qaeda 
##  Topic 11: yemeni, offici, ambush, local, forc 
##  Topic 12: soldier, town, capit, say, zinjibar 
##  Topic 13: --, offic, gun, top, among 
##  Topic 14: armi, kill, fighter, -yemen, -- 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.133, relative change = 5.509e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -4.131, relative change = 5.424e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -4.128, relative change = 6.004e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -4.126, relative change = 6.440e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -4.123, relative change = 5.560e-04) 
## Topic 1: secur, aden, --, gulf, threat 
##  Topic 2: --, say, citi, forc, -yemen 
##  Topic 3: --, dead, bomb, militari, car 
##  Topic 4: al-qaida, us, polic, ministri, suicid 
##  Topic 5: middl, al-qa'idah, intellig, attack, abyan 
##  Topic 6: milit, --, al, five, leader 
##  Topic 7: yemen, qaeda, attack, clash, troop 
##  Topic 8: kill, two, six, raid, air 
##  Topic 9: kill, gunmen, drone, four, seven 
##  Topic 10: suspect, kill, strike, three, al-qaeda 
##  Topic 11: yemeni, offici, ambush, forc, local 
##  Topic 12: soldier, town, say, capit, zinjibar 
##  Topic 13: --, offic, gun, top, rage 
##  Topic 14: armi, kill, fighter, --, fight 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -4.121, relative change = 4.541e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -4.120, relative change = 4.042e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -4.118, relative change = 3.890e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -4.117, relative change = 3.957e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -4.115, relative change = 4.017e-04) 
## Topic 1: secur, aden, --, gulf, threat 
##  Topic 2: --, say, -yemen, citi, saleh 
##  Topic 3: --, dead, bomb, militari, suicid 
##  Topic 4: al-qaida, us, polic, ministri, chief 
##  Topic 5: middl, al-qa'idah, intellig, attack, abyan 
##  Topic 6: milit, --, al, five, leader 
##  Topic 7: yemen, qaeda, attack, clash, troop 
##  Topic 8: kill, two, six, air, raid 
##  Topic 9: kill, gunmen, drone, four, seven 
##  Topic 10: suspect, kill, strike, three, al-qaeda 
##  Topic 11: yemeni, offici, ambush, forc, local 
##  Topic 12: soldier, say, town, capit, zinjibar 
##  Topic 13: --, offic, gun, top, rage 
##  Topic 14: armi, kill, --, fight, fighter 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -4.114, relative change = 2.796e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -4.113, relative change = 2.246e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -4.112, relative change = 1.985e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -4.111, relative change = 1.796e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -4.111, relative change = 1.755e-04) 
## Topic 1: secur, aden, --, gulf, threat 
##  Topic 2: --, -yemen, say, citi, saleh 
##  Topic 3: --, dead, bomb, militari, suicid 
##  Topic 4: al-qaida, us, polic, ministri, chief 
##  Topic 5: middl, al-qa'idah, intellig, attack, abyan 
##  Topic 6: milit, --, al, five, leader 
##  Topic 7: yemen, qaeda, attack, clash, troop 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, drone, four, seven 
##  Topic 10: suspect, kill, strike, three, al-qaeda 
##  Topic 11: yemeni, offici, ambush, forc, local 
##  Topic 12: soldier, say, town, attack, capit 
##  Topic 13: --, offic, top, gun, rage 
##  Topic 14: armi, kill, --, fight, fighter 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -4.110, relative change = 1.856e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -4.109, relative change = 2.131e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -4.108, relative change = 2.538e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -4.107, relative change = 2.938e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -4.105, relative change = 3.180e-04) 
## Topic 1: secur, aden, --, gulf, threat 
##  Topic 2: --, -yemen, say, citi, saleh 
##  Topic 3: --, dead, bomb, militari, suicid 
##  Topic 4: al-qaida, us, polic, ministri, chief 
##  Topic 5: middl, al-qa'idah, intellig, attack, abyan 
##  Topic 6: milit, --, al, five, leader 
##  Topic 7: yemen, qaeda, clash, attack, troop 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, drone, four, seven 
##  Topic 10: suspect, kill, strike, three, al-qaeda 
##  Topic 11: yemeni, offici, ambush, forc, local 
##  Topic 12: soldier, say, attack, town, capit 
##  Topic 13: --, offic, top, gun, rage 
##  Topic 14: armi, --, kill, fight, fighter 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -4.104, relative change = 3.151e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -4.103, relative change = 2.747e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -4.102, relative change = 2.211e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -4.101, relative change = 2.628e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -4.099, relative change = 4.027e-04) 
## Topic 1: secur, aden, --, gulf, threat 
##  Topic 2: --, -yemen, citi, say, saleh 
##  Topic 3: --, dead, bomb, militari, suicid 
##  Topic 4: al-qaida, us, polic, ministri, chief 
##  Topic 5: middl, al-qa'idah, intellig, attack, abyan 
##  Topic 6: milit, --, al, five, leader 
##  Topic 7: yemen, qaeda, clash, attack, troop 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, drone, four, seven 
##  Topic 10: suspect, kill, strike, three, al-qaeda 
##  Topic 11: yemeni, offici, ambush, forc, local 
##  Topic 12: soldier, attack, say, capit, town 
##  Topic 13: --, offic, top, rage, gun 
##  Topic 14: armi, --, fight, kill, fighter 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -4.098, relative change = 3.619e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -4.097, relative change = 2.201e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -4.096, relative change = 2.269e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -4.095, relative change = 2.448e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -4.094, relative change = 2.213e-04) 
## Topic 1: secur, aden, --, gulf, threat 
##  Topic 2: --, -yemen, citi, say, yemen 
##  Topic 3: --, dead, bomb, militari, suicid 
##  Topic 4: al-qaida, us, polic, ministri, attack 
##  Topic 5: middl, al-qa'idah, intellig, offic, attack 
##  Topic 6: milit, --, al, five, leader 
##  Topic 7: yemen, qaeda, clash, attack, troop 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, drone, four, seven 
##  Topic 10: suspect, kill, strike, al-qaeda, three 
##  Topic 11: yemeni, offici, ambush, forc, local 
##  Topic 12: soldier, attack, say, capit, town 
##  Topic 13: --, offic, top, rage, gun 
##  Topic 14: armi, --, fight, fighter, kill 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -4.093, relative change = 1.865e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -4.093, relative change = 1.924e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -4.092, relative change = 1.986e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -4.091, relative change = 2.145e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -4.090, relative change = 2.449e-04) 
## Topic 1: secur, aden, --, gulf, threat 
##  Topic 2: --, -yemen, say, yemen, citi 
##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, polic, ministri, attack 
##  Topic 5: middl, al-qa'idah, offic, intellig, attack 
##  Topic 6: milit, --, al, five, leader 
##  Topic 7: yemen, qaeda, clash, troop, attack 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, drone, four, seven 
##  Topic 10: suspect, kill, strike, al-qaeda, three 
##  Topic 11: yemeni, offici, ambush, forc, local 
##  Topic 12: soldier, attack, say, capit, among 
##  Topic 13: --, offic, top, rage, gun 
##  Topic 14: armi, --, fight, fighter, assault 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -4.089, relative change = 2.636e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 57 (approx. per word bound = -4.088, relative change = 2.694e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 58 (approx. per word bound = -4.087, relative change = 2.732e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 59 (approx. per word bound = -4.085, relative change = 2.587e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 60 (approx. per word bound = -4.084, relative change = 2.677e-04) 
## Topic 1: secur, aden, --, gulf, threat 
##  Topic 2: --, -yemen, say, yemen, citi 
##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, polic, ministri, attack 
##  Topic 5: middl, al-qa'idah, offic, intellig, attack 
##  Topic 6: milit, --, al, five, leader 
##  Topic 7: yemen, qaeda, clash, troop, attack 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, drone, four, seven 
##  Topic 10: suspect, kill, strike, al-qaeda, three 
##  Topic 11: yemeni, offici, ambush, forc, secur 
##  Topic 12: soldier, attack, say, capit, among 
##  Topic 13: --, offic, top, rage, return 
##  Topic 14: armi, --, fight, fighter, assault 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 61 (approx. per word bound = -4.083, relative change = 2.645e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 62 (approx. per word bound = -4.082, relative change = 2.181e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 63 (approx. per word bound = -4.082, relative change = 1.781e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 64 (approx. per word bound = -4.081, relative change = 1.625e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 65 (approx. per word bound = -4.080, relative change = 1.607e-04) 
## Topic 1: aden, secur, --, gulf, threat 
##  Topic 2: --, -yemen, say, yemen, citi 
##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, polic, ministri, attack 
##  Topic 5: middl, offic, al-qa'idah, intellig, abyan 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, troop, civilian 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, drone, four, seven 
##  Topic 10: suspect, kill, strike, al-qaeda, three 
##  Topic 11: yemeni, offici, secur, ambush, forc 
##  Topic 12: soldier, attack, say, capit, among 
##  Topic 13: --, offic, top, rage, return 
##  Topic 14: armi, --, fight, fighter, assault 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 66 (approx. per word bound = -4.080, relative change = 1.470e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 67 (approx. per word bound = -4.079, relative change = 1.314e-04) 
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## Completing Iteration 70 (approx. per word bound = -4.078, relative change = 1.137e-04) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, -yemen, say, yemen, citi 
##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, polic, ministri, attack 
##  Topic 5: middl, offic, al-qa'idah, intellig, abyan 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, troop, civilian 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, drone, four, seven 
##  Topic 10: suspect, kill, strike, al-qaeda, three 
##  Topic 11: yemeni, offici, secur, ambush, forc 
##  Topic 12: soldier, attack, say, capit, among 
##  Topic 13: --, top, rage, return, landmin 
##  Topic 14: armi, --, fight, fighter, troop 
## .....................................................................................................
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## Completing Iteration 71 (approx. per word bound = -4.077, relative change = 9.510e-05) 
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## Completing Iteration 72 (approx. per word bound = -4.077, relative change = 8.950e-05) 
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## Completing Iteration 75 (approx. per word bound = -4.076, relative change = 1.257e-04) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, polic, ministri, attack 
##  Topic 5: middl, offic, al-qa'idah, intellig, abyan 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, troop, civilian 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, drone, four, seven 
##  Topic 10: suspect, kill, strike, drone, al-qaeda 
##  Topic 11: yemeni, offici, secur, ambush, forc 
##  Topic 12: soldier, attack, capit, say, among 
##  Topic 13: --, top, rage, return, landmin 
##  Topic 14: armi, --, fight, fighter, troop 
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## Completing Iteration 76 (approx. per word bound = -4.075, relative change = 1.353e-04) 
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## Completing Iteration 80 (approx. per word bound = -4.073, relative change = 1.380e-04) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, polic, attack, ministri 
##  Topic 5: middl, offic, al-qa'idah, intellig, abyan 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, troop, civilian 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, four, seven, drone 
##  Topic 10: suspect, kill, drone, strike, al-qaeda 
##  Topic 11: yemeni, offici, secur, ambush, forc 
##  Topic 12: soldier, attack, capit, among, zinjibar 
##  Topic 13: --, top, rage, return, landmin 
##  Topic 14: armi, --, troop, fight, fighter 
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## Completing Iteration 81 (approx. per word bound = -4.072, relative change = 1.285e-04) 
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## Completing Iteration 85 (approx. per word bound = -4.070, relative change = 9.673e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, polic, attack, ministri 
##  Topic 5: middl, offic, al-qa'idah, intellig, abyan 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, troop, civilian 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, four, seven, mask 
##  Topic 10: suspect, kill, drone, strike, al-qaeda 
##  Topic 11: yemeni, offici, secur, ambush, forc 
##  Topic 12: soldier, attack, capit, among, claim 
##  Topic 13: --, top, rage, return, landmin 
##  Topic 14: armi, --, troop, fight, fighter 
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## Completing Iteration 86 (approx. per word bound = -4.070, relative change = 7.889e-05) 
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## Completing Iteration 90 (approx. per word bound = -4.069, relative change = 6.760e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, polic, attack, ministri 
##  Topic 5: middl, offic, al-qa'idah, intellig, abyan 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, troop, civilian 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, four, seven, mask 
##  Topic 10: suspect, kill, drone, strike, al-qaeda 
##  Topic 11: yemeni, offici, secur, ambush, forc 
##  Topic 12: soldier, attack, capit, among, claim 
##  Topic 13: --, top, rage, return, landmin 
##  Topic 14: armi, --, troop, fight, fighter 
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## Completing Iteration 91 (approx. per word bound = -4.069, relative change = 6.485e-05) 
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## Completing Iteration 92 (approx. per word bound = -4.068, relative change = 6.292e-05) 
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## Completing Iteration 95 (approx. per word bound = -4.068, relative change = 5.786e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, polic, attack, ministri 
##  Topic 5: middl, offic, al-qa'idah, intellig, abyan 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, civilian, battl 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, four, seven, mask 
##  Topic 10: suspect, kill, drone, strike, al-qaeda 
##  Topic 11: yemeni, offici, secur, ambush, forc 
##  Topic 12: soldier, attack, capit, claim, among 
##  Topic 13: --, top, rage, return, landmin 
##  Topic 14: armi, --, troop, fight, fighter 
## .....................................................................................................
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## Completing Iteration 96 (approx. per word bound = -4.067, relative change = 5.732e-05) 
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## Completing Iteration 97 (approx. per word bound = -4.067, relative change = 5.867e-05) 
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## Completing Iteration 98 (approx. per word bound = -4.067, relative change = 6.655e-05) 
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## Completing Iteration 99 (approx. per word bound = -4.067, relative change = 7.759e-05) 
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## Completing Iteration 100 (approx. per word bound = -4.066, relative change = 8.788e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, polic, attack, ministri 
##  Topic 5: middl, offic, al-qa'idah, intellig, abyan 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, civilian, battl 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, four, seven, mask 
##  Topic 10: suspect, kill, drone, strike, al-qaeda 
##  Topic 11: yemeni, offici, secur, ambush, forc 
##  Topic 12: soldier, attack, three, capit, claim 
##  Topic 13: --, top, rage, return, landmin 
##  Topic 14: armi, --, troop, fight, fighter 
## .....................................................................................................
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## Completing Iteration 101 (approx. per word bound = -4.066, relative change = 8.252e-05) 
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## Completing Iteration 102 (approx. per word bound = -4.066, relative change = 7.996e-05) 
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## Completing Iteration 103 (approx. per word bound = -4.065, relative change = 8.540e-05) 
## .....................................................................................................
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## Completing Iteration 104 (approx. per word bound = -4.065, relative change = 8.818e-05) 
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## Completing Iteration 105 (approx. per word bound = -4.065, relative change = 8.003e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, polic, attack, ministri 
##  Topic 5: middl, offic, al-qa'idah, intellig, yemeni 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, civilian, battl 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, four, seven, mask 
##  Topic 10: suspect, kill, drone, strike, al-qaeda 
##  Topic 11: yemeni, offici, secur, ambush, forc 
##  Topic 12: soldier, attack, three, capit, checkpoint 
##  Topic 13: --, top, rage, return, landmin 
##  Topic 14: armi, troop, --, fight, fighter 
## .....................................................................................................
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## Completing Iteration 106 (approx. per word bound = -4.064, relative change = 6.548e-05) 
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## Completing Iteration 107 (approx. per word bound = -4.064, relative change = 5.510e-05) 
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## Completing Iteration 108 (approx. per word bound = -4.064, relative change = 4.887e-05) 
## .....................................................................................................
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## Completing Iteration 109 (approx. per word bound = -4.064, relative change = 4.478e-05) 
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## Completing Iteration 110 (approx. per word bound = -4.063, relative change = 4.152e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, polic, attack, ministri 
##  Topic 5: middl, offic, al-qa'idah, intellig, yemeni 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, civilian, battl 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, four, seven, mask 
##  Topic 10: suspect, kill, drone, strike, al-qaeda 
##  Topic 11: yemeni, offici, secur, ambush, forc 
##  Topic 12: soldier, attack, three, capit, checkpoint 
##  Topic 13: --, top, rage, return, kill 
##  Topic 14: armi, troop, --, fight, fighter 
## .....................................................................................................
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## Completing Iteration 111 (approx. per word bound = -4.063, relative change = 3.951e-05) 
## .....................................................................................................
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## Completing Iteration 112 (approx. per word bound = -4.063, relative change = 3.868e-05) 
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## Completing Iteration 113 (approx. per word bound = -4.063, relative change = 3.986e-05) 
## .....................................................................................................
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## Completing Iteration 114 (approx. per word bound = -4.063, relative change = 4.293e-05) 
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## Completing Iteration 115 (approx. per word bound = -4.063, relative change = 4.767e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, polic, attack, ministri 
##  Topic 5: middl, offic, al-qa'idah, intellig, yemeni 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, civilian, battl 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, four, seven, mask 
##  Topic 10: suspect, kill, drone, strike, al-qaeda 
##  Topic 11: yemeni, offici, secur, ambush, forc 
##  Topic 12: soldier, attack, three, capit, checkpoint 
##  Topic 13: --, top, rage, kill, return 
##  Topic 14: armi, troop, --, fight, fighter 
## .....................................................................................................
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## Completing Iteration 116 (approx. per word bound = -4.062, relative change = 5.503e-05) 
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## Completing Iteration 117 (approx. per word bound = -4.062, relative change = 6.283e-05) 
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## Completing Iteration 118 (approx. per word bound = -4.062, relative change = 7.044e-05) 
## .....................................................................................................
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## Completing Iteration 119 (approx. per word bound = -4.062, relative change = 8.393e-05) 
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## Completing Iteration 120 (approx. per word bound = -4.061, relative change = 9.886e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, polic, attack, ministri 
##  Topic 5: middl, offic, al-qa'idah, yemeni, intellig 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, civilian, battl 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, four, seven, command 
##  Topic 10: suspect, kill, drone, strike, al-qaeda 
##  Topic 11: yemeni, offici, secur, ambush, forc 
##  Topic 12: soldier, attack, three, capit, checkpoint 
##  Topic 13: --, top, kill, return, landmin 
##  Topic 14: armi, --, troop, fight, fighter 
## .....................................................................................................
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## Completing Iteration 121 (approx. per word bound = -4.061, relative change = 1.028e-04) 
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## Completing Iteration 122 (approx. per word bound = -4.060, relative change = 8.685e-05) 
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## Completing Iteration 123 (approx. per word bound = -4.060, relative change = 5.976e-05) 
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## Completing Iteration 124 (approx. per word bound = -4.060, relative change = 4.754e-05) 
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## Completing Iteration 125 (approx. per word bound = -4.060, relative change = 5.152e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, polic, attack, ministri 
##  Topic 5: middl, offic, al-qa'idah, yemeni, intellig 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, civilian, battl 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, four, seven, command 
##  Topic 10: suspect, kill, drone, strike, al-qaeda 
##  Topic 11: yemeni, offici, secur, ambush, forc 
##  Topic 12: soldier, attack, three, capit, checkpoint 
##  Topic 13: --, top, kill, return, landmin 
##  Topic 14: armi, --, troop, fight, fighter 
## .....................................................................................................
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## Completing Iteration 126 (approx. per word bound = -4.059, relative change = 5.509e-05) 
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## Completing Iteration 127 (approx. per word bound = -4.059, relative change = 3.808e-05) 
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## Completing Iteration 128 (approx. per word bound = -4.059, relative change = 3.046e-05) 
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## Completing Iteration 129 (approx. per word bound = -4.059, relative change = 2.828e-05) 
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## Completing Iteration 130 (approx. per word bound = -4.059, relative change = 2.730e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, polic, attack, ministri 
##  Topic 5: middl, offic, al-qa'idah, yemeni, intellig 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, civilian, battl 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, four, seven, command 
##  Topic 10: suspect, kill, drone, strike, al-qaeda 
##  Topic 11: yemeni, offici, secur, ambush, forc 
##  Topic 12: soldier, attack, three, capit, checkpoint 
##  Topic 13: --, top, kill, return, landmin 
##  Topic 14: armi, --, troop, fight, fighter 
## .....................................................................................................
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## Completing Iteration 131 (approx. per word bound = -4.059, relative change = 2.607e-05) 
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## Completing Iteration 132 (approx. per word bound = -4.059, relative change = 2.514e-05) 
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## Completing Iteration 133 (approx. per word bound = -4.059, relative change = 2.544e-05) 
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## Completing Iteration 134 (approx. per word bound = -4.059, relative change = 2.737e-05) 
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## Completing Iteration 135 (approx. per word bound = -4.058, relative change = 3.023e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, polic, attack, ministri 
##  Topic 5: middl, offic, al-qa'idah, yemeni, intellig 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, civilian, battl 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, four, seven, command 
##  Topic 10: suspect, kill, drone, strike, al-qaeda 
##  Topic 11: yemeni, offici, secur, ambush, forc 
##  Topic 12: soldier, attack, three, capit, checkpoint 
##  Topic 13: --, top, kill, return, landmin 
##  Topic 14: armi, --, troop, fight, fighter 
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## Completing Iteration 136 (approx. per word bound = -4.058, relative change = 3.394e-05) 
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## Completing Iteration 137 (approx. per word bound = -4.058, relative change = 3.689e-05) 
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## Completing Iteration 138 (approx. per word bound = -4.058, relative change = 3.956e-05) 
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## Completing Iteration 139 (approx. per word bound = -4.058, relative change = 4.896e-05) 
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## Completing Iteration 140 (approx. per word bound = -4.057, relative change = 7.016e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, polic, attack, ministri 
##  Topic 5: middl, offic, al-qa'idah, yemeni, intellig 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, civilian, battl 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, four, seven, command 
##  Topic 10: suspect, kill, drone, strike, al-qaeda 
##  Topic 11: yemeni, offici, secur, ambush, forc 
##  Topic 12: soldier, attack, three, capit, checkpoint 
##  Topic 13: --, top, kill, return, landmin 
##  Topic 14: armi, --, troop, fight, fighter 
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## Completing Iteration 141 (approx. per word bound = -4.057, relative change = 4.894e-05) 
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## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, polic, attack, ministri 
##  Topic 5: middl, offic, al-qa'idah, yemeni, intellig 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, civilian, battl 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, four, seven, command 
##  Topic 10: suspect, kill, drone, strike, al-qaeda 
##  Topic 11: yemeni, offici, secur, ambush, forc 
##  Topic 12: soldier, attack, three, capit, checkpoint 
##  Topic 13: --, top, kill, return, landmin 
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## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, polic, attack, ministri 
##  Topic 5: middl, offic, al-qa'idah, yemeni, intellig 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, civilian, -- 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, four, seven, -- 
##  Topic 10: suspect, kill, drone, strike, al-qaeda 
##  Topic 11: yemeni, offici, secur, ambush, forc 
##  Topic 12: soldier, attack, three, capit, wound 
##  Topic 13: --, top, kill, return, landmin 
##  Topic 14: armi, --, troop, fight, fighter 
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## Completing Iteration 155 (approx. per word bound = -4.055, relative change = 2.349e-05) 
## Topic 1: aden, --, secur, gulf, threat 
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##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, polic, attack, ministri 
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##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, civilian, -- 
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##  Topic 10: suspect, kill, drone, strike, al-qaeda 
##  Topic 11: yemeni, offici, secur, ambush, forc 
##  Topic 12: soldier, attack, three, capit, wound 
##  Topic 13: --, top, kill, return, landmin 
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## Topic 1: aden, --, secur, gulf, threat 
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##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, polic, attack, ministri 
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##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, civilian, -- 
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##  Topic 9: kill, gunmen, four, seven, -- 
##  Topic 10: suspect, kill, drone, strike, al-qaeda 
##  Topic 11: yemeni, offici, secur, ambush, forc 
##  Topic 12: soldier, attack, three, capit, wound 
##  Topic 13: --, kill, top, return, landmin 
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## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, polic, attack, ministri 
##  Topic 5: middl, offic, al-qa'idah, yemeni, intellig 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, civilian, -- 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, four, seven, -- 
##  Topic 10: suspect, kill, drone, strike, al-qaeda 
##  Topic 11: yemeni, offici, secur, ambush, forc 
##  Topic 12: soldier, attack, three, capit, wound 
##  Topic 13: --, kill, top, return, landmin 
##  Topic 14: armi, --, troop, fight, fighter 
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## Completing Iteration 170 (approx. per word bound = -4.053, relative change = 6.569e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, polic, attack, ministri 
##  Topic 5: middl, offic, al-qa'idah, yemeni, intellig 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, civilian, -- 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, four, seven, -- 
##  Topic 10: suspect, kill, drone, strike, al-qaeda 
##  Topic 11: yemeni, offici, secur, ambush, forc 
##  Topic 12: soldier, attack, three, wound, capit 
##  Topic 13: --, kill, top, return, landmin 
##  Topic 14: armi, --, troop, fight, fighter 
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## Completing Iteration 171 (approx. per word bound = -4.053, relative change = 6.191e-05) 
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## Completing Iteration 175 (approx. per word bound = -4.053, relative change = 1.731e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, attack, polic, ministri 
##  Topic 5: middl, offic, al-qa'idah, yemeni, intellig 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, civilian, -- 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, four, --, seven 
##  Topic 10: suspect, kill, drone, strike, al-qaeda 
##  Topic 11: yemeni, offici, secur, ambush, forc 
##  Topic 12: soldier, attack, three, wound, capit 
##  Topic 13: --, kill, top, return, landmin 
##  Topic 14: armi, --, troop, fight, fighter 
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## Completing Iteration 176 (approx. per word bound = -4.052, relative change = 2.116e-05) 
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## Completing Iteration 178 (approx. per word bound = -4.052, relative change = 2.971e-05) 
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## Completing Iteration 179 (approx. per word bound = -4.052, relative change = 3.431e-05) 
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## Completing Iteration 180 (approx. per word bound = -4.052, relative change = 4.276e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, attack, polic, ministri 
##  Topic 5: middl, offic, al-qa'idah, yemeni, intellig 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, civilian, -- 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, four, --, seven 
##  Topic 10: suspect, kill, drone, strike, al-qaeda 
##  Topic 11: yemeni, offici, secur, forc, ambush 
##  Topic 12: soldier, attack, three, wound, capit 
##  Topic 13: --, kill, top, return, landmin 
##  Topic 14: armi, --, troop, fight, fighter 
## .....................................................................................................
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## Completing Iteration 181 (approx. per word bound = -4.052, relative change = 5.922e-05) 
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## Completing Iteration 182 (approx. per word bound = -4.051, relative change = 6.876e-05) 
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## Completing Iteration 183 (approx. per word bound = -4.051, relative change = 8.358e-05) 
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## Completing Iteration 184 (approx. per word bound = -4.051, relative change = 7.303e-05) 
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## Completing Iteration 185 (approx. per word bound = -4.050, relative change = 6.438e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, attack, polic, ministri 
##  Topic 5: middl, offic, al-qa'idah, yemeni, intellig 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, civilian, -- 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, four, --, seven 
##  Topic 10: suspect, kill, drone, strike, al-qaeda 
##  Topic 11: yemeni, offici, secur, forc, ambush 
##  Topic 12: soldier, attack, three, wound, capit 
##  Topic 13: --, kill, top, return, landmin 
##  Topic 14: armi, --, troop, fight, fighter 
## .....................................................................................................
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## Completing Iteration 186 (approx. per word bound = -4.050, relative change = 5.961e-05) 
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## Completing Iteration 187 (approx. per word bound = -4.050, relative change = 6.334e-05) 
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## Completing Iteration 188 (approx. per word bound = -4.050, relative change = 6.458e-05) 
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## Completing Iteration 190 (approx. per word bound = -4.049, relative change = 7.447e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, attack, polic, ministri 
##  Topic 5: middl, offic, al-qa'idah, yemeni, intellig 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, civilian, -- 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, four, --, seven 
##  Topic 10: suspect, kill, drone, strike, al-qaeda 
##  Topic 11: yemeni, offici, secur, forc, ambush 
##  Topic 12: soldier, attack, three, wound, capit 
##  Topic 13: --, kill, top, return, landmin 
##  Topic 14: armi, --, troop, fight, fighter 
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## Completing Iteration 192 (approx. per word bound = -4.048, relative change = 8.543e-05) 
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## Completing Iteration 194 (approx. per word bound = -4.048, relative change = 7.510e-05) 
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## Completing Iteration 195 (approx. per word bound = -4.048, relative change = 6.978e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, attack, polic, ministri 
##  Topic 5: middl, offic, al-qa'idah, yemeni, intellig 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, civilian, -- 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, four, --, seven 
##  Topic 10: suspect, kill, drone, strike, al-qaeda 
##  Topic 11: yemeni, offici, secur, forc, local 
##  Topic 12: soldier, attack, ambush, three, wound 
##  Topic 13: --, kill, top, return, landmin 
##  Topic 14: armi, --, troop, fighter, fight 
## .....................................................................................................
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## Completing Iteration 196 (approx. per word bound = -4.047, relative change = 6.558e-05) 
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## Completing Iteration 197 (approx. per word bound = -4.047, relative change = 6.333e-05) 
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## Completing Iteration 198 (approx. per word bound = -4.047, relative change = 6.298e-05) 
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## Completing Iteration 199 (approx. per word bound = -4.047, relative change = 6.518e-05) 
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## Completing Iteration 200 (approx. per word bound = -4.046, relative change = 6.763e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, attack, polic, ministri 
##  Topic 5: middl, offic, al-qa'idah, yemeni, intellig 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, civilian, -- 
##  Topic 8: kill, two, air, six, raid 
##  Topic 9: kill, gunmen, --, four, seven 
##  Topic 10: suspect, kill, drone, strike, al-qaeda 
##  Topic 11: yemeni, offici, secur, forc, local 
##  Topic 12: soldier, attack, ambush, three, wound 
##  Topic 13: --, kill, top, return, landmin 
##  Topic 14: armi, --, troop, fighter, fight 
## .....................................................................................................
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## Completing Iteration 201 (approx. per word bound = -4.046, relative change = 7.052e-05) 
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## Completing Iteration 203 (approx. per word bound = -4.045, relative change = 7.065e-05) 
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## Completing Iteration 204 (approx. per word bound = -4.045, relative change = 6.785e-05) 
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## Completing Iteration 205 (approx. per word bound = -4.045, relative change = 6.368e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, militari 
##  Topic 4: al-qaida, us, attack, polic, ministri 
##  Topic 5: middl, offic, al-qa'idah, yemeni, intellig 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, civilian, -- 
##  Topic 8: kill, two, air, six, -- 
##  Topic 9: kill, gunmen, --, four, seven 
##  Topic 10: suspect, kill, drone, strike, al-qaeda 
##  Topic 11: yemeni, offici, secur, forc, local 
##  Topic 12: soldier, attack, ambush, two, three 
##  Topic 13: --, kill, top, return, landmin 
##  Topic 14: armi, --, troop, qaeda, fighter 
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## Completing Iteration 207 (approx. per word bound = -4.044, relative change = 5.663e-05) 
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## Completing Iteration 208 (approx. per word bound = -4.044, relative change = 5.588e-05) 
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## Completing Iteration 209 (approx. per word bound = -4.044, relative change = 5.435e-05) 
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## Completing Iteration 210 (approx. per word bound = -4.044, relative change = 4.685e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, yemen 
##  Topic 4: al-qaida, us, attack, polic, ministri 
##  Topic 5: middl, offic, al-qa'idah, yemeni, intellig 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, civilian, -- 
##  Topic 8: kill, --, air, six, two 
##  Topic 9: kill, gunmen, --, four, seven 
##  Topic 10: suspect, kill, drone, strike, -- 
##  Topic 11: yemeni, offici, secur, forc, local 
##  Topic 12: soldier, attack, two, ambush, three 
##  Topic 13: --, kill, top, return, landmin 
##  Topic 14: armi, --, troop, qaeda, fighter 
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## Completing Iteration 211 (approx. per word bound = -4.044, relative change = 3.893e-05) 
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## Completing Iteration 213 (approx. per word bound = -4.043, relative change = 2.246e-05) 
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## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 214 (approx. per word bound = -4.043, relative change = 1.977e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 215 (approx. per word bound = -4.043, relative change = 1.769e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, yemen 
##  Topic 4: al-qaida, us, attack, polic, ministri 
##  Topic 5: middl, offic, al-qa'idah, yemeni, intellig 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, civilian, -- 
##  Topic 8: kill, --, air, six, raid 
##  Topic 9: kill, --, gunmen, four, seven 
##  Topic 10: suspect, kill, drone, strike, -- 
##  Topic 11: yemeni, offici, secur, forc, local 
##  Topic 12: soldier, attack, two, ambush, three 
##  Topic 13: --, kill, top, return, landmin 
##  Topic 14: armi, --, troop, qaeda, fighter 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 216 (approx. per word bound = -4.043, relative change = 1.665e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 217 (approx. per word bound = -4.043, relative change = 1.591e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 218 (approx. per word bound = -4.043, relative change = 1.514e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 219 (approx. per word bound = -4.043, relative change = 1.460e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 220 (approx. per word bound = -4.043, relative change = 1.444e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, yemen 
##  Topic 4: al-qaida, attack, us, polic, ministri 
##  Topic 5: middl, offic, al-qa'idah, yemeni, intellig 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, civilian, -- 
##  Topic 8: kill, --, air, six, raid 
##  Topic 9: kill, --, gunmen, four, seven 
##  Topic 10: suspect, kill, drone, strike, -- 
##  Topic 11: yemeni, offici, secur, forc, local 
##  Topic 12: soldier, attack, two, ambush, three 
##  Topic 13: --, kill, top, return, landmin 
##  Topic 14: armi, --, troop, qaeda, fighter 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 221 (approx. per word bound = -4.043, relative change = 1.362e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 222 (approx. per word bound = -4.043, relative change = 1.397e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 223 (approx. per word bound = -4.043, relative change = 1.403e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 224 (approx. per word bound = -4.043, relative change = 1.570e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 225 (approx. per word bound = -4.043, relative change = 2.101e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, yemen 
##  Topic 4: al-qaida, attack, us, polic, ministri 
##  Topic 5: middl, offic, al-qa'idah, yemeni, intellig 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, civilian, -- 
##  Topic 8: kill, --, air, six, raid 
##  Topic 9: kill, --, gunmen, four, seven 
##  Topic 10: suspect, drone, kill, strike, -- 
##  Topic 11: yemeni, offici, secur, forc, local 
##  Topic 12: soldier, attack, two, ambush, three 
##  Topic 13: --, kill, top, return, landmin 
##  Topic 14: armi, --, troop, qaeda, fight 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 226 (approx. per word bound = -4.042, relative change = 3.642e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 227 (approx. per word bound = -4.042, relative change = 4.177e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 228 (approx. per word bound = -4.042, relative change = 2.482e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 229 (approx. per word bound = -4.042, relative change = 1.877e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 230 (approx. per word bound = -4.042, relative change = 1.733e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, suicid, yemen 
##  Topic 4: al-qaida, attack, us, polic, ministri 
##  Topic 5: middl, offic, al-qa'idah, yemeni, intellig 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, civilian, -- 
##  Topic 8: kill, --, air, six, raid 
##  Topic 9: kill, --, gunmen, four, seven 
##  Topic 10: suspect, drone, kill, strike, -- 
##  Topic 11: yemeni, offici, secur, forc, local 
##  Topic 12: soldier, attack, two, ambush, three 
##  Topic 13: --, kill, top, return, landmin 
##  Topic 14: armi, --, troop, qaeda, fight 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 231 (approx. per word bound = -4.042, relative change = 1.569e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 232 (approx. per word bound = -4.042, relative change = 1.518e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 233 (approx. per word bound = -4.042, relative change = 1.578e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 234 (approx. per word bound = -4.042, relative change = 1.576e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 235 (approx. per word bound = -4.042, relative change = 1.324e-05) 
## Topic 1: aden, --, secur, gulf, threat 
##  Topic 2: --, say, -yemen, yemen, town 
##  Topic 3: --, dead, bomb, yemen, suicid 
##  Topic 4: al-qaida, attack, us, polic, ministri 
##  Topic 5: middl, offic, al-qa'idah, yemeni, intellig 
##  Topic 6: milit, --, five, al, leader 
##  Topic 7: yemen, qaeda, clash, civilian, -- 
##  Topic 8: kill, --, air, six, raid 
##  Topic 9: kill, --, gunmen, four, seven 
##  Topic 10: suspect, drone, kill, strike, -- 
##  Topic 11: yemeni, offici, secur, forc, local 
##  Topic 12: soldier, attack, two, ambush, three 
##  Topic 13: --, kill, top, return, landmin 
##  Topic 14: armi, --, troop, qaeda, fight 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ...............
##   Recovering initialization...
##      ......
## Initialization complete.
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.938) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.656, relative change = 5.705e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.441, relative change = 4.613e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.324, relative change = 2.646e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.255, relative change = 1.582e-02) 
## Topic 1: --, yemeni, middl, element, wound 
##  Topic 2: --, -yemen, citi, saleh, say 
##  Topic 3: two, suspect, dead, clash, yemen 
##  Topic 4: middl, yemen, al-qa'idah, attack, al-qaida 
##  Topic 5: bomb, al, car, kill, yemeni 
##  Topic 6: gunmen, strike, suspect, offici, polic 
##  Topic 7: --, qaeda, yemen, offici, clash 
##  Topic 8: --, offic, intellig, five, fight 
##  Topic 9: yemeni, suicid, assassin, four, capit 
##  Topic 10: soldier, milit, armi, kill, troop 
##  Topic 11: yemen, attack, kill, al-qaeda, air 
##  Topic 12: yemeni, say, forc, al-qaida, town 
##  Topic 13: kill, six, civilian, yemen, us 
##  Topic 14: kill, yemen, drone, militari, suspect 
##  Topic 15: secur, aden, gulf, threat, critic 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.213, relative change = 9.920e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.186, relative change = 6.511e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.167, relative change = 4.509e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.152, relative change = 3.528e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.141, relative change = 2.646e-03) 
## Topic 1: --, yemeni, middl, abyan, element 
##  Topic 2: --, -yemen, citi, saleh, presid 
##  Topic 3: clash, two, dead, yemen, suspect 
##  Topic 4: al-qa'idah, middl, yemen, attack, chief 
##  Topic 5: bomb, al, car, kill, suicid 
##  Topic 6: gunmen, strike, suspect, offici, polic 
##  Topic 7: --, qaeda, yemen, offici, raid 
##  Topic 8: offic, --, intellig, five, fight 
##  Topic 9: yemeni, suicid, four, bomber, assassin 
##  Topic 10: soldier, milit, armi, kill, troop 
##  Topic 11: attack, yemen, al-qaeda, air, kill 
##  Topic 12: al-qaida, yemeni, say, forc, town 
##  Topic 13: six, yemen, us, kill, fighter 
##  Topic 14: kill, yemen, drone, suspect, militari 
##  Topic 15: secur, aden, gulf, threat, critic 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.133, relative change = 2.050e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.126, relative change = 1.587e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.120, relative change = 1.378e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.115, relative change = 1.274e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.111, relative change = 1.109e-03) 
## Topic 1: --, middl, yemeni, militari, abyan 
##  Topic 2: --, -yemen, citi, saleh, presid 
##  Topic 3: clash, two, dead, yemen, three 
##  Topic 4: al-qa'idah, middl, yemen, tribe, chief 
##  Topic 5: bomb, al, car, general, suicid 
##  Topic 6: gunmen, suspect, strike, offici, polic 
##  Topic 7: --, qaeda, yemen, offici, raid 
##  Topic 8: offic, --, intellig, five, fight 
##  Topic 9: yemeni, suicid, bomber, four, assassin 
##  Topic 10: soldier, milit, armi, kill, troop 
##  Topic 11: attack, yemen, al-qaeda, air, kill 
##  Topic 12: al-qaida, yemeni, say, forc, town 
##  Topic 13: yemen, six, us, fighter, civilian 
##  Topic 14: kill, yemen, drone, suspect, us 
##  Topic 15: secur, aden, gulf, threat, critic 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.107, relative change = 9.792e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -4.103, relative change = 9.824e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -4.098, relative change = 1.013e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -4.094, relative change = 1.027e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.090, relative change = 1.010e-03) 
## Topic 1: --, middl, yemeni, militari, abyan 
##  Topic 2: --, -yemen, citi, saleh, presid 
##  Topic 3: clash, two, dead, yemen, three 
##  Topic 4: al-qa'idah, middl, tribe, chief, base 
##  Topic 5: bomb, al, car, general, suicid 
##  Topic 6: suspect, gunmen, strike, offici, polic 
##  Topic 7: --, qaeda, yemen, offici, raid 
##  Topic 8: offic, --, intellig, five, fight 
##  Topic 9: yemeni, suicid, bomber, four, assassin 
##  Topic 10: milit, soldier, armi, kill, troop 
##  Topic 11: attack, yemen, al-qaeda, air, kill 
##  Topic 12: al-qaida, yemeni, say, forc, town 
##  Topic 13: yemen, six, us, fighter, civilian 
##  Topic 14: kill, yemen, drone, suspect, -- 
##  Topic 15: secur, aden, gulf, threat, -- 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.086, relative change = 9.830e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -4.083, relative change = 7.186e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -4.081, relative change = 5.869e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -4.079, relative change = 5.226e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -4.077, relative change = 4.629e-04) 
## Topic 1: --, middl, yemeni, militari, abyan 
##  Topic 2: --, -yemen, citi, saleh, presid 
##  Topic 3: clash, two, yemen, dead, three 
##  Topic 4: al-qa'idah, tribe, base, minist, yemen 
##  Topic 5: bomb, al, car, ambush, general 
##  Topic 6: suspect, gunmen, strike, polic, offici 
##  Topic 7: --, qaeda, yemen, offici, raid 
##  Topic 8: offic, --, intellig, secur, five 
##  Topic 9: yemeni, suicid, bomber, assassin, four 
##  Topic 10: milit, soldier, armi, kill, troop 
##  Topic 11: attack, yemen, al-qaeda, air, kill 
##  Topic 12: al-qaida, yemeni, say, forc, town 
##  Topic 13: yemen, six, us, fighter, civilian 
##  Topic 14: kill, yemen, drone, suspect, -- 
##  Topic 15: --, aden, secur, gulf, threat 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -4.075, relative change = 4.525e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -4.073, relative change = 4.369e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -4.071, relative change = 4.318e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -4.070, relative change = 4.478e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -4.068, relative change = 4.029e-04) 
## Topic 1: --, middl, yemeni, al-qa'idah, militari 
##  Topic 2: --, -yemen, citi, saleh, presid 
##  Topic 3: clash, two, yemen, dead, three 
##  Topic 4: al-qa'idah, tribe, base, minist, yemen 
##  Topic 5: bomb, al, ambush, car, general 
##  Topic 6: suspect, strike, gunmen, polic, offici 
##  Topic 7: --, qaeda, yemen, offici, raid 
##  Topic 8: offic, --, intellig, secur, gunmen 
##  Topic 9: yemeni, suicid, bomber, assassin, capit 
##  Topic 10: milit, soldier, armi, kill, troop 
##  Topic 11: attack, yemen, al-qaeda, air, kill 
##  Topic 12: al-qaida, yemeni, say, forc, town 
##  Topic 13: yemen, us, six, fighter, civilian 
##  Topic 14: kill, yemen, drone, suspect, -- 
##  Topic 15: --, aden, secur, gulf, threat 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -4.067, relative change = 3.308e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -4.065, relative change = 3.023e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -4.064, relative change = 2.832e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -4.063, relative change = 2.411e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -4.062, relative change = 2.159e-04) 
## Topic 1: middl, --, al-qa'idah, yemeni, militari 
##  Topic 2: --, -yemen, citi, saleh, presid 
##  Topic 3: clash, yemen, two, dead, three 
##  Topic 4: tribe, base, minist, yemen, blast 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, strike, gunmen, polic, offici 
##  Topic 7: --, qaeda, yemen, offici, raid 
##  Topic 8: offic, gunmen, --, intellig, secur 
##  Topic 9: yemeni, suicid, bomber, assassin, capit 
##  Topic 10: milit, soldier, armi, kill, troop 
##  Topic 11: attack, yemen, al-qaeda, air, leader 
##  Topic 12: al-qaida, yemeni, say, forc, town 
##  Topic 13: yemen, us, six, fighter, civilian 
##  Topic 14: kill, yemen, drone, suspect, -- 
##  Topic 15: --, aden, secur, gulf, threat 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -4.061, relative change = 2.037e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -4.061, relative change = 1.784e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -4.060, relative change = 1.575e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -4.059, relative change = 1.703e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -4.059, relative change = 2.162e-04) 
## Topic 1: middl, --, al-qa'idah, yemeni, militari 
##  Topic 2: --, -yemen, citi, saleh, presid 
##  Topic 3: clash, yemen, two, dead, three 
##  Topic 4: tribe, yemen, base, minist, blast 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, strike, polic, gunmen, offici 
##  Topic 7: --, qaeda, yemen, offici, raid 
##  Topic 8: offic, gunmen, --, secur, intellig 
##  Topic 9: yemeni, suicid, bomber, assassin, capit 
##  Topic 10: milit, soldier, armi, kill, troop 
##  Topic 11: attack, yemen, al-qaeda, air, leader 
##  Topic 12: al-qaida, yemeni, say, forc, town 
##  Topic 13: yemen, us, six, fighter, civilian 
##  Topic 14: kill, yemen, drone, --, tribal 
##  Topic 15: --, aden, secur, gulf, threat 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -4.058, relative change = 2.021e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -4.057, relative change = 1.499e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -4.057, relative change = 1.232e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -4.056, relative change = 1.032e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -4.056, relative change = 9.888e-05) 
## Topic 1: middl, --, al-qa'idah, yemeni, militari 
##  Topic 2: --, -yemen, citi, saleh, presid 
##  Topic 3: clash, yemen, two, dead, three 
##  Topic 4: tribe, yemen, minist, base, escap 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, strike, polic, offici, gunmen 
##  Topic 7: --, qaeda, yemen, offici, raid 
##  Topic 8: gunmen, offic, --, secur, intellig 
##  Topic 9: yemeni, suicid, bomber, assassin, ministri 
##  Topic 10: milit, soldier, armi, kill, troop 
##  Topic 11: attack, yemen, al-qaeda, air, -- 
##  Topic 12: al-qaida, yemeni, say, forc, town 
##  Topic 13: yemen, us, six, fighter, civilian 
##  Topic 14: kill, yemen, drone, --, tribal 
##  Topic 15: --, aden, secur, gulf, threat 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -4.055, relative change = 9.911e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -4.055, relative change = 1.035e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -4.055, relative change = 1.081e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -4.054, relative change = 1.161e-04) 
## .....................................................................................................
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## Topic 1: middl, --, al-qa'idah, yemeni, militari 
##  Topic 2: --, -yemen, citi, saleh, presid 
##  Topic 3: clash, yemen, two, dead, three 
##  Topic 4: tribe, yemen, minist, base, escap 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, strike, polic, offici, yemen 
##  Topic 7: --, qaeda, yemen, offici, raid 
##  Topic 8: gunmen, offic, --, secur, intellig 
##  Topic 9: yemeni, suicid, bomber, ministri, assassin 
##  Topic 10: milit, soldier, armi, kill, troop 
##  Topic 11: attack, yemen, al-qaeda, air, -- 
##  Topic 12: al-qaida, yemeni, forc, say, town 
##  Topic 13: yemen, us, six, fighter, civilian 
##  Topic 14: kill, yemen, drone, --, tribal 
##  Topic 15: --, aden, secur, gulf, threat 
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## Completing Iteration 51 (approx. per word bound = -4.053, relative change = 1.327e-04) 
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## Completing Iteration 55 (approx. per word bound = -4.051, relative change = 1.141e-04) 
## Topic 1: middl, --, al-qa'idah, yemeni, militari 
##  Topic 2: --, -yemen, citi, saleh, presid 
##  Topic 3: clash, yemen, two, dead, three 
##  Topic 4: tribe, minist, yemen, base, escap 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, strike, polic, offici, drone 
##  Topic 7: --, qaeda, yemen, offici, raid 
##  Topic 8: gunmen, offic, --, secur, intellig 
##  Topic 9: yemeni, suicid, bomber, ministri, assassin 
##  Topic 10: milit, soldier, armi, kill, troop 
##  Topic 11: attack, yemen, al-qaeda, air, -- 
##  Topic 12: al-qaida, yemeni, forc, say, -- 
##  Topic 13: yemen, us, six, fighter, civilian 
##  Topic 14: kill, yemen, drone, --, tribal 
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## Completing Iteration 60 (approx. per word bound = -4.047, relative change = 1.144e-04) 
## Topic 1: middl, --, al-qa'idah, yemeni, militari 
##  Topic 2: --, -yemen, citi, saleh, presid 
##  Topic 3: clash, two, yemen, dead, three 
##  Topic 4: tribe, minist, base, yemen, escap 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, strike, polic, drone, offici 
##  Topic 7: --, qaeda, yemen, offici, raid 
##  Topic 8: gunmen, offic, --, secur, intellig 
##  Topic 9: yemeni, suicid, ministri, bomber, assassin 
##  Topic 10: milit, soldier, armi, kill, troop 
##  Topic 11: attack, yemen, al-qaeda, air, -- 
##  Topic 12: al-qaida, yemeni, forc, say, -- 
##  Topic 13: yemen, us, six, fighter, civilian 
##  Topic 14: kill, yemen, drone, --, tribal 
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## Completing Iteration 65 (approx. per word bound = -4.044, relative change = 1.407e-04) 
## Topic 1: middl, --, al-qa'idah, yemeni, militari 
##  Topic 2: --, -yemen, citi, saleh, presid 
##  Topic 3: clash, two, yemen, dead, soldier 
##  Topic 4: tribe, --, minist, yemen, base 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, strike, polic, drone, yemen 
##  Topic 7: --, qaeda, yemen, offici, local 
##  Topic 8: gunmen, offic, --, secur, intellig 
##  Topic 9: yemeni, suicid, ministri, bomber, assassin 
##  Topic 10: milit, soldier, armi, kill, troop 
##  Topic 11: attack, yemen, al-qaeda, air, -- 
##  Topic 12: al-qaida, yemeni, forc, say, -- 
##  Topic 13: yemen, us, six, fighter, civilian 
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## Completing Iteration 70 (approx. per word bound = -4.042, relative change = 1.402e-04) 
## Topic 1: middl, --, al-qa'idah, yemeni, militari 
##  Topic 2: --, -yemen, citi, saleh, armi 
##  Topic 3: clash, two, soldier, yemen, dead 
##  Topic 4: --, tribe, minist, escap, yemen 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, strike, drone, polic, yemen 
##  Topic 7: --, qaeda, yemen, offici, local 
##  Topic 8: gunmen, offic, --, secur, intellig 
##  Topic 9: yemeni, suicid, ministri, bomber, assassin 
##  Topic 10: milit, soldier, armi, kill, troop 
##  Topic 11: attack, yemen, al-qaeda, air, -- 
##  Topic 12: al-qaida, yemeni, forc, say, -- 
##  Topic 13: yemen, us, six, fighter, civilian 
##  Topic 14: kill, yemen, drone, --, tribal 
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## Completing Iteration 75 (approx. per word bound = -4.039, relative change = 1.245e-04) 
## Topic 1: middl, --, yemeni, al-qa'idah, militari 
##  Topic 2: --, -yemen, citi, saleh, armi 
##  Topic 3: clash, soldier, two, dead, yemen 
##  Topic 4: --, tribe, minist, escap, yemen 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, drone, strike, polic, rampag 
##  Topic 7: --, qaeda, yemen, offici, local 
##  Topic 8: gunmen, offic, --, secur, intellig 
##  Topic 9: yemeni, suicid, ministri, bomber, assassin 
##  Topic 10: milit, armi, soldier, kill, troop 
##  Topic 11: attack, yemen, --, al-qaeda, air 
##  Topic 12: al-qaida, yemeni, forc, say, -- 
##  Topic 13: us, yemen, six, fighter, civilian 
##  Topic 14: kill, yemen, --, tribal, drone 
##  Topic 15: --, aden, secur, gulf, threat 
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## Completing Iteration 76 (approx. per word bound = -4.038, relative change = 1.142e-04) 
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## Completing Iteration 79 (approx. per word bound = -4.037, relative change = 1.021e-04) 
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## Completing Iteration 80 (approx. per word bound = -4.037, relative change = 1.081e-04) 
## Topic 1: middl, yemeni, --, al-qa'idah, militari 
##  Topic 2: --, -yemen, citi, armi, saleh 
##  Topic 3: clash, soldier, two, dead, yemen 
##  Topic 4: --, tribe, minist, yemen, escap 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, drone, strike, polic, rampag 
##  Topic 7: --, qaeda, yemen, offici, local 
##  Topic 8: gunmen, offic, --, secur, intellig 
##  Topic 9: yemeni, suicid, ministri, bomber, fight 
##  Topic 10: milit, armi, kill, soldier, troop 
##  Topic 11: attack, yemen, --, al-qaeda, air 
##  Topic 12: al-qaida, yemeni, forc, say, -- 
##  Topic 13: us, yemen, six, fighter, civilian 
##  Topic 14: kill, yemen, --, tribal, nine 
##  Topic 15: --, aden, secur, gulf, threat 
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## Completing Iteration 83 (approx. per word bound = -4.035, relative change = 1.317e-04) 
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## Completing Iteration 84 (approx. per word bound = -4.035, relative change = 1.292e-04) 
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## Completing Iteration 85 (approx. per word bound = -4.034, relative change = 1.371e-04) 
## Topic 1: middl, yemeni, al-qa'idah, --, militari 
##  Topic 2: --, -yemen, citi, armi, saleh 
##  Topic 3: soldier, clash, two, dead, three 
##  Topic 4: --, tribe, minist, yemen, escap 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, drone, strike, polic, rampag 
##  Topic 7: --, qaeda, yemen, offici, local 
##  Topic 8: gunmen, offic, --, secur, intellig 
##  Topic 9: yemeni, suicid, ministri, bomber, fight 
##  Topic 10: milit, kill, armi, soldier, troop 
##  Topic 11: attack, yemen, --, al-qaeda, air 
##  Topic 12: al-qaida, yemeni, forc, say, -- 
##  Topic 13: us, yemen, six, fighter, civilian 
##  Topic 14: kill, yemen, --, tribal, nine 
##  Topic 15: --, aden, secur, gulf, threat 
## .....................................................................................................
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## Completing Iteration 86 (approx. per word bound = -4.034, relative change = 1.439e-04) 
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## Completing Iteration 87 (approx. per word bound = -4.033, relative change = 1.553e-04) 
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## Completing Iteration 88 (approx. per word bound = -4.032, relative change = 1.683e-04) 
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## Completing Iteration 89 (approx. per word bound = -4.032, relative change = 1.615e-04) 
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## Completing Iteration 90 (approx. per word bound = -4.031, relative change = 1.480e-04) 
## Topic 1: middl, yemeni, al-qa'idah, --, militari 
##  Topic 2: --, -yemen, citi, armi, saleh 
##  Topic 3: soldier, clash, two, dead, three 
##  Topic 4: --, tribe, minist, yemen, escap 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, drone, strike, polic, rampag 
##  Topic 7: --, qaeda, yemen, offici, local 
##  Topic 8: gunmen, offic, --, secur, intellig 
##  Topic 9: yemeni, suicid, ministri, bomber, fight 
##  Topic 10: milit, kill, armi, troop, soldier 
##  Topic 11: attack, yemen, --, al-qaeda, air 
##  Topic 12: al-qaida, forc, yemeni, say, -- 
##  Topic 13: us, yemen, six, raid, fighter 
##  Topic 14: kill, yemen, --, tribal, nine 
##  Topic 15: --, aden, secur, gulf, threat 
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## Completing Iteration 91 (approx. per word bound = -4.031, relative change = 1.322e-04) 
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## Completing Iteration 92 (approx. per word bound = -4.030, relative change = 1.179e-04) 
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## Completing Iteration 93 (approx. per word bound = -4.030, relative change = 1.093e-04) 
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## Completing Iteration 94 (approx. per word bound = -4.029, relative change = 1.087e-04) 
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## Completing Iteration 95 (approx. per word bound = -4.029, relative change = 6.309e-05) 
## Topic 1: middl, yemeni, al-qa'idah, --, militari 
##  Topic 2: --, -yemen, citi, armi, saleh 
##  Topic 3: soldier, clash, two, dead, three 
##  Topic 4: --, tribe, yemen, minist, escap 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, drone, strike, polic, rampag 
##  Topic 7: --, qaeda, yemen, offici, local 
##  Topic 8: gunmen, offic, --, secur, intellig 
##  Topic 9: yemeni, suicid, ministri, bomber, fight 
##  Topic 10: milit, kill, armi, troop, soldier 
##  Topic 11: attack, yemen, --, al-qaeda, leader 
##  Topic 12: al-qaida, forc, say, yemeni, -- 
##  Topic 13: us, yemen, six, air, raid 
##  Topic 14: kill, yemen, --, tribal, nine 
##  Topic 15: --, aden, secur, gulf, threat 
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## Completing Iteration 96 (approx. per word bound = -4.029, relative change = 8.313e-05) 
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## Completing Iteration 97 (approx. per word bound = -4.028, relative change = 7.793e-05) 
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## Completing Iteration 98 (approx. per word bound = -4.028, relative change = 6.495e-05) 
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## Completing Iteration 99 (approx. per word bound = -4.028, relative change = 5.145e-05) 
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## Completing Iteration 100 (approx. per word bound = -4.028, relative change = 4.485e-05) 
## Topic 1: middl, yemeni, al-qa'idah, --, militari 
##  Topic 2: --, -yemen, citi, armi, saleh 
##  Topic 3: soldier, clash, two, dead, three 
##  Topic 4: --, tribe, yemen, minist, escap 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, drone, strike, polic, foreign 
##  Topic 7: --, qaeda, yemen, offici, local 
##  Topic 8: gunmen, offic, --, secur, intellig 
##  Topic 9: yemeni, suicid, ministri, bomber, fight 
##  Topic 10: milit, kill, armi, troop, soldier 
##  Topic 11: attack, yemen, --, al-qaeda, leader 
##  Topic 12: al-qaida, forc, say, yemeni, -- 
##  Topic 13: us, yemen, air, six, raid 
##  Topic 14: kill, yemen, --, tribal, nine 
##  Topic 15: --, aden, secur, gulf, threat 
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## Completing Iteration 101 (approx. per word bound = -4.027, relative change = 4.316e-05) 
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## Completing Iteration 102 (approx. per word bound = -4.027, relative change = 4.220e-05) 
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## Completing Iteration 103 (approx. per word bound = -4.027, relative change = 4.001e-05) 
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## Completing Iteration 104 (approx. per word bound = -4.027, relative change = 3.088e-05) 
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## Completing Iteration 105 (approx. per word bound = -4.027, relative change = 2.948e-05) 
## Topic 1: middl, yemeni, al-qa'idah, --, militari 
##  Topic 2: --, -yemen, citi, armi, saleh 
##  Topic 3: soldier, clash, two, dead, three 
##  Topic 4: --, tribe, yemen, minist, escap 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, drone, strike, polic, foreign 
##  Topic 7: --, qaeda, yemen, offici, local 
##  Topic 8: gunmen, offic, --, secur, intellig 
##  Topic 9: yemeni, suicid, ministri, --, fight 
##  Topic 10: milit, kill, armi, troop, soldier 
##  Topic 11: attack, yemen, --, al-qaeda, leader 
##  Topic 12: al-qaida, forc, say, yemeni, -- 
##  Topic 13: us, yemen, air, six, raid 
##  Topic 14: kill, yemen, --, tribal, nine 
##  Topic 15: --, aden, secur, gulf, threat 
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## Completing Iteration 106 (approx. per word bound = -4.027, relative change = 3.204e-05) 
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## Completing Iteration 107 (approx. per word bound = -4.027, relative change = 4.223e-05) 
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## Completing Iteration 108 (approx. per word bound = -4.026, relative change = 6.846e-05) 
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## Completing Iteration 109 (approx. per word bound = -4.026, relative change = 9.756e-05) 
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## Completing Iteration 110 (approx. per word bound = -4.026, relative change = 6.351e-05) 
## Topic 1: middl, yemeni, al-qa'idah, --, militari 
##  Topic 2: --, -yemen, citi, armi, saleh 
##  Topic 3: soldier, clash, two, dead, three 
##  Topic 4: --, yemen, tribe, minist, escap 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, drone, strike, polic, foreign 
##  Topic 7: --, qaeda, yemen, offici, local 
##  Topic 8: gunmen, offic, --, secur, intellig 
##  Topic 9: yemeni, suicid, ministri, --, fight 
##  Topic 10: milit, kill, armi, troop, die 
##  Topic 11: attack, yemen, --, al-qaeda, leader 
##  Topic 12: al-qaida, forc, say, yemeni, -- 
##  Topic 13: us, yemen, air, six, raid 
##  Topic 14: kill, yemen, --, tribal, nine 
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## Completing Iteration 111 (approx. per word bound = -4.025, relative change = 4.217e-05) 
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## Completing Iteration 115 (approx. per word bound = -4.025, relative change = 3.299e-05) 
## Topic 1: middl, yemeni, al-qa'idah, --, militari 
##  Topic 2: --, -yemen, citi, armi, saleh 
##  Topic 3: soldier, clash, two, dead, three 
##  Topic 4: --, yemen, tribe, minist, escap 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, drone, strike, polic, foreign 
##  Topic 7: --, qaeda, yemen, offici, local 
##  Topic 8: gunmen, offic, secur, --, intellig 
##  Topic 9: yemeni, suicid, ministri, --, fight 
##  Topic 10: kill, milit, armi, troop, die 
##  Topic 11: attack, --, yemen, al-qaeda, leader 
##  Topic 12: al-qaida, forc, say, yemeni, -- 
##  Topic 13: us, yemen, air, six, raid 
##  Topic 14: kill, yemen, --, tribal, nine 
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## Completing Iteration 116 (approx. per word bound = -4.025, relative change = 3.523e-05) 
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## Completing Iteration 117 (approx. per word bound = -4.025, relative change = 3.739e-05) 
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## Completing Iteration 119 (approx. per word bound = -4.024, relative change = 2.628e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 120 (approx. per word bound = -4.024, relative change = 2.143e-05) 
## Topic 1: middl, yemeni, al-qa'idah, --, militari 
##  Topic 2: --, -yemen, citi, armi, saleh 
##  Topic 3: soldier, clash, two, dead, three 
##  Topic 4: --, yemen, tribe, minist, escap 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, drone, strike, polic, foreign 
##  Topic 7: --, qaeda, yemen, offici, local 
##  Topic 8: gunmen, offic, secur, --, intellig 
##  Topic 9: suicid, yemeni, ministri, --, fight 
##  Topic 10: kill, milit, armi, troop, die 
##  Topic 11: attack, --, yemen, al-qaeda, leader 
##  Topic 12: al-qaida, forc, say, yemeni, -- 
##  Topic 13: us, yemen, air, six, raid 
##  Topic 14: kill, yemen, --, tribal, nine 
##  Topic 15: --, aden, secur, gulf, threat 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 121 (approx. per word bound = -4.024, relative change = 1.903e-05) 
## .....................................................................................................
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## Completing Iteration 122 (approx. per word bound = -4.024, relative change = 1.694e-05) 
## .....................................................................................................
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## Completing Iteration 123 (approx. per word bound = -4.024, relative change = 1.746e-05) 
## .....................................................................................................
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## Completing Iteration 124 (approx. per word bound = -4.024, relative change = 2.466e-05) 
## .....................................................................................................
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## Completing Iteration 125 (approx. per word bound = -4.024, relative change = 4.040e-05) 
## Topic 1: middl, yemeni, al-qa'idah, --, militari 
##  Topic 2: --, -yemen, citi, armi, saleh 
##  Topic 3: soldier, clash, two, dead, three 
##  Topic 4: --, yemen, tribe, minist, escap 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, drone, strike, polic, foreign 
##  Topic 7: --, qaeda, yemen, offici, local 
##  Topic 8: gunmen, offic, secur, --, intellig 
##  Topic 9: suicid, yemeni, ministri, --, fight 
##  Topic 10: kill, milit, armi, troop, die 
##  Topic 11: attack, --, yemen, al-qaeda, leader 
##  Topic 12: al-qaida, forc, say, yemeni, -- 
##  Topic 13: us, yemen, air, six, raid 
##  Topic 14: kill, yemen, --, tribal, nine 
##  Topic 15: --, aden, secur, gulf, threat 
## .....................................................................................................
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## Completing Iteration 126 (approx. per word bound = -4.024, relative change = 6.192e-05) 
## .....................................................................................................
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## Completing Iteration 127 (approx. per word bound = -4.023, relative change = 6.904e-05) 
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## Completing Iteration 128 (approx. per word bound = -4.023, relative change = 3.565e-05) 
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## Completing Iteration 129 (approx. per word bound = -4.023, relative change = 2.056e-05) 
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## Completing Iteration 130 (approx. per word bound = -4.023, relative change = 1.884e-05) 
## Topic 1: middl, yemeni, al-qa'idah, --, militari 
##  Topic 2: --, -yemen, citi, armi, saleh 
##  Topic 3: soldier, clash, two, dead, three 
##  Topic 4: --, yemen, tribe, minist, escap 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, drone, strike, polic, foreign 
##  Topic 7: --, qaeda, yemen, offici, local 
##  Topic 8: gunmen, offic, secur, --, intellig 
##  Topic 9: suicid, yemeni, --, ministri, fight 
##  Topic 10: kill, milit, armi, troop, die 
##  Topic 11: attack, --, yemen, al-qaeda, leader 
##  Topic 12: al-qaida, forc, say, yemeni, -- 
##  Topic 13: us, yemen, air, six, raid 
##  Topic 14: kill, yemen, --, tribal, nine 
##  Topic 15: --, aden, secur, gulf, threat 
## .....................................................................................................
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## Completing Iteration 131 (approx. per word bound = -4.023, relative change = 2.130e-05) 
## .....................................................................................................
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## Completing Iteration 132 (approx. per word bound = -4.023, relative change = 2.668e-05) 
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## Completing Iteration 133 (approx. per word bound = -4.023, relative change = 3.219e-05) 
## .....................................................................................................
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## Completing Iteration 134 (approx. per word bound = -4.023, relative change = 3.477e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 135 (approx. per word bound = -4.022, relative change = 3.698e-05) 
## Topic 1: yemeni, middl, al-qa'idah, --, militari 
##  Topic 2: --, -yemen, citi, armi, saleh 
##  Topic 3: soldier, clash, two, dead, three 
##  Topic 4: --, yemen, tribe, minist, escap 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, drone, strike, polic, foreign 
##  Topic 7: --, qaeda, yemen, offici, local 
##  Topic 8: gunmen, offic, secur, --, intellig 
##  Topic 9: suicid, yemeni, --, ministri, fight 
##  Topic 10: milit, kill, armi, troop, extremist 
##  Topic 11: attack, --, yemen, al-qaeda, leader 
##  Topic 12: al-qaida, forc, say, yemeni, -- 
##  Topic 13: us, yemen, air, six, raid 
##  Topic 14: kill, yemen, --, tribal, nine 
##  Topic 15: --, aden, secur, gulf, threat 
## .....................................................................................................
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## Completing Iteration 136 (approx. per word bound = -4.022, relative change = 3.777e-05) 
## .....................................................................................................
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## Completing Iteration 137 (approx. per word bound = -4.022, relative change = 3.342e-05) 
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## Completing Iteration 138 (approx. per word bound = -4.022, relative change = 2.991e-05) 
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## Completing Iteration 139 (approx. per word bound = -4.022, relative change = 3.371e-05) 
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## Completing Iteration 140 (approx. per word bound = -4.022, relative change = 4.395e-05) 
## Topic 1: yemeni, middl, al-qa'idah, --, militari 
##  Topic 2: --, -yemen, citi, armi, saleh 
##  Topic 3: soldier, clash, two, dead, three 
##  Topic 4: --, yemen, tribe, minist, escap 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, drone, strike, polic, foreign 
##  Topic 7: --, qaeda, yemen, offici, local 
##  Topic 8: gunmen, offic, secur, --, intellig 
##  Topic 9: suicid, yemeni, --, ministri, fight 
##  Topic 10: milit, kill, armi, troop, extremist 
##  Topic 11: attack, --, yemen, al-qaeda, leader 
##  Topic 12: al-qaida, forc, say, yemeni, -- 
##  Topic 13: us, yemen, air, six, raid 
##  Topic 14: kill, yemen, --, tribal, nine 
##  Topic 15: --, aden, secur, gulf, threat 
## .....................................................................................................
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## Completing Iteration 141 (approx. per word bound = -4.021, relative change = 3.782e-05) 
## .....................................................................................................
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## Completing Iteration 142 (approx. per word bound = -4.021, relative change = 1.946e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 143 (approx. per word bound = -4.021, relative change = 1.257e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 144 (approx. per word bound = -4.021, relative change = 1.063e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 145 (approx. per word bound = -4.021, relative change = 1.014e-05) 
## Topic 1: yemeni, middl, al-qa'idah, --, militari 
##  Topic 2: --, -yemen, citi, armi, saleh 
##  Topic 3: soldier, clash, two, dead, three 
##  Topic 4: --, yemen, tribe, minist, escap 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, drone, strike, polic, foreign 
##  Topic 7: --, qaeda, yemen, offici, local 
##  Topic 8: gunmen, offic, secur, --, intellig 
##  Topic 9: suicid, --, yemeni, ministri, fight 
##  Topic 10: milit, kill, armi, troop, extremist 
##  Topic 11: attack, --, yemen, al-qaeda, leader 
##  Topic 12: al-qaida, forc, say, yemeni, -- 
##  Topic 13: us, yemen, air, six, raid 
##  Topic 14: kill, yemen, --, tribal, nine 
##  Topic 15: --, aden, secur, gulf, threat 
## .....................................................................................................
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## Completed M-Step. 
## Completing Iteration 146 (approx. per word bound = -4.021, relative change = 1.079e-05) 
## .....................................................................................................
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## Completed M-Step. 
## Completing Iteration 147 (approx. per word bound = -4.021, relative change = 1.659e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 148 (approx. per word bound = -4.021, relative change = 4.344e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 149 (approx. per word bound = -4.020, relative change = 1.602e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 150 (approx. per word bound = -4.020, relative change = 1.852e-04) 
## Topic 1: yemeni, middl, al-qa'idah, --, militari 
##  Topic 2: --, -yemen, citi, armi, saleh 
##  Topic 3: soldier, clash, two, dead, three 
##  Topic 4: --, yemen, tribe, minist, peopl 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, drone, strike, polic, foreign 
##  Topic 7: --, qaeda, yemen, offici, local 
##  Topic 8: gunmen, offic, secur, --, intellig 
##  Topic 9: suicid, --, yemeni, ministri, fight 
##  Topic 10: milit, kill, armi, troop, extremist 
##  Topic 11: attack, --, yemen, al-qaeda, leader 
##  Topic 12: al-qaida, forc, say, yemeni, -- 
##  Topic 13: us, yemen, air, six, raid 
##  Topic 14: kill, yemen, --, tribal, nine 
##  Topic 15: --, aden, secur, gulf, threat 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 151 (approx. per word bound = -4.019, relative change = 5.192e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 152 (approx. per word bound = -4.019, relative change = 5.000e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 153 (approx. per word bound = -4.019, relative change = 2.386e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 154 (approx. per word bound = -4.019, relative change = 1.028e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 155 (approx. per word bound = -4.019, relative change = 1.007e-05) 
## Topic 1: yemeni, middl, al-qa'idah, --, militari 
##  Topic 2: --, -yemen, citi, armi, saleh 
##  Topic 3: soldier, clash, two, dead, three 
##  Topic 4: --, yemen, tribe, minist, peopl 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, drone, strike, polic, foreign 
##  Topic 7: --, qaeda, yemen, offici, local 
##  Topic 8: gunmen, offic, secur, --, intellig 
##  Topic 9: suicid, --, yemeni, ministri, fight 
##  Topic 10: milit, kill, armi, troop, -two 
##  Topic 11: attack, --, yemen, al-qaeda, leader 
##  Topic 12: al-qaida, forc, say, yemeni, -- 
##  Topic 13: us, yemen, air, six, raid 
##  Topic 14: kill, yemen, --, tribal, nine 
##  Topic 15: --, aden, secur, gulf, threat 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 156 (approx. per word bound = -4.019, relative change = 1.398e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 157 (approx. per word bound = -4.019, relative change = 1.588e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 158 (approx. per word bound = -4.019, relative change = 1.425e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 159 (approx. per word bound = -4.019, relative change = 1.445e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 160 (approx. per word bound = -4.019, relative change = 2.117e-05) 
## Topic 1: yemeni, middl, al-qa'idah, --, militari 
##  Topic 2: --, -yemen, citi, armi, saleh 
##  Topic 3: soldier, clash, two, dead, three 
##  Topic 4: --, yemen, tribe, minist, peopl 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, drone, strike, polic, foreign 
##  Topic 7: --, qaeda, yemen, offici, local 
##  Topic 8: gunmen, offic, secur, --, offici 
##  Topic 9: suicid, --, ministri, yemeni, fight 
##  Topic 10: milit, kill, armi, troop, -two 
##  Topic 11: attack, --, yemen, al-qaeda, leader 
##  Topic 12: al-qaida, forc, say, yemeni, -- 
##  Topic 13: us, yemen, air, six, raid 
##  Topic 14: kill, yemen, --, tribal, nine 
##  Topic 15: --, aden, secur, gulf, threat 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 161 (approx. per word bound = -4.019, relative change = 3.211e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 162 (approx. per word bound = -4.018, relative change = 4.601e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 163 (approx. per word bound = -4.018, relative change = 5.789e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 164 (approx. per word bound = -4.018, relative change = 5.707e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 165 (approx. per word bound = -4.018, relative change = 5.053e-05) 
## Topic 1: yemeni, middl, al-qa'idah, --, militari 
##  Topic 2: --, -yemen, citi, armi, saleh 
##  Topic 3: soldier, clash, two, dead, three 
##  Topic 4: --, yemen, minist, peopl, escap 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, drone, strike, polic, foreign 
##  Topic 7: --, qaeda, yemen, offici, local 
##  Topic 8: gunmen, offic, secur, --, offici 
##  Topic 9: suicid, --, ministri, yemeni, fight 
##  Topic 10: milit, kill, armi, troop, -two 
##  Topic 11: attack, --, yemen, al-qaeda, leader 
##  Topic 12: al-qaida, forc, say, yemeni, -- 
##  Topic 13: us, yemen, air, six, raid 
##  Topic 14: kill, yemen, --, tribal, nine 
##  Topic 15: --, aden, secur, gulf, threat 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 166 (approx. per word bound = -4.018, relative change = 5.068e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 167 (approx. per word bound = -4.017, relative change = 5.151e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 168 (approx. per word bound = -4.017, relative change = 4.820e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 169 (approx. per word bound = -4.017, relative change = 4.870e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 170 (approx. per word bound = -4.017, relative change = 5.221e-05) 
## Topic 1: yemeni, middl, al-qa'idah, --, militari 
##  Topic 2: --, -yemen, citi, armi, saleh 
##  Topic 3: soldier, clash, two, dead, three 
##  Topic 4: --, yemen, minist, peopl, escap 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, drone, strike, polic, foreign 
##  Topic 7: --, qaeda, yemen, offici, local 
##  Topic 8: gunmen, offic, secur, --, offici 
##  Topic 9: suicid, --, ministri, yemeni, fight 
##  Topic 10: milit, kill, armi, troop, -two 
##  Topic 11: attack, --, yemen, al-qaeda, leader 
##  Topic 12: al-qaida, forc, say, yemeni, -- 
##  Topic 13: us, yemen, air, six, raid 
##  Topic 14: kill, yemen, --, tribal, nine 
##  Topic 15: --, aden, secur, gulf, threat 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 171 (approx. per word bound = -4.016, relative change = 5.841e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 172 (approx. per word bound = -4.016, relative change = 5.042e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 173 (approx. per word bound = -4.016, relative change = 3.609e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 174 (approx. per word bound = -4.016, relative change = 4.147e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 175 (approx. per word bound = -4.016, relative change = 3.656e-05) 
## Topic 1: yemeni, middl, al-qa'idah, --, militari 
##  Topic 2: --, -yemen, citi, armi, saleh 
##  Topic 3: soldier, clash, two, three, four 
##  Topic 4: --, yemen, minist, peopl, escap 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, drone, strike, polic, tribal 
##  Topic 7: --, qaeda, yemen, offici, local 
##  Topic 8: gunmen, offic, secur, --, offici 
##  Topic 9: suicid, --, ministri, yemeni, fight 
##  Topic 10: milit, kill, armi, troop, -two 
##  Topic 11: attack, --, yemen, al-qaeda, leader 
##  Topic 12: al-qaida, yemeni, forc, say, -- 
##  Topic 13: us, yemen, air, six, raid 
##  Topic 14: kill, yemen, --, tribal, nine 
##  Topic 15: --, aden, secur, gulf, threat 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 176 (approx. per word bound = -4.016, relative change = 2.971e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 177 (approx. per word bound = -4.016, relative change = 2.046e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 178 (approx. per word bound = -4.016, relative change = 1.998e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 179 (approx. per word bound = -4.015, relative change = 2.087e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 180 (approx. per word bound = -4.015, relative change = 1.703e-05) 
## Topic 1: yemeni, middl, al-qa'idah, --, militari 
##  Topic 2: --, -yemen, armi, citi, tribe 
##  Topic 3: soldier, clash, two, three, four 
##  Topic 4: --, yemen, minist, peopl, escap 
##  Topic 5: bomb, ambush, al, car, general 
##  Topic 6: suspect, drone, strike, polic, tribal 
##  Topic 7: --, qaeda, yemen, offici, local 
##  Topic 8: gunmen, offic, secur, --, offici 
##  Topic 9: suicid, --, ministri, yemeni, fight 
##  Topic 10: milit, kill, armi, troop, -two 
##  Topic 11: attack, --, yemen, al-qaeda, leader 
##  Topic 12: al-qaida, yemeni, forc, say, -- 
##  Topic 13: us, yemen, air, six, raid 
##  Topic 14: kill, yemen, --, nine, tribal 
##  Topic 15: --, aden, secur, gulf, threat 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 181 (approx. per word bound = -4.015, relative change = 1.376e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 182 (approx. per word bound = -4.015, relative change = 1.010e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ................
##   Recovering initialization...
##      ......
## Initialization complete.
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.887) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.584, relative change = 6.193e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.403, relative change = 3.945e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.318, relative change = 1.943e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.250, relative change = 1.559e-02) 
## Topic 1: --, yemen, middl, minist, defenc 
##  Topic 2: --, saleh, -yemen, yemen, protest 
##  Topic 3: suspect, kill, medic, soldier, found 
##  Topic 4: yemen, --, milit, clash, drone 
##  Topic 5: kill, qaeda, six, us, citi 
##  Topic 6: --, two, al-qaida, yemen, soldier 
##  Topic 7: qaeda, attack, offici, gunmen, four 
##  Topic 8: yemen, qaeda, strike, --, raid 
##  Topic 9: offic, gunmen, kill, intellig, middl 
##  Topic 10: dead, forc, three, al-qaeda, polic 
##  Topic 11: yemeni, --, armi, yemen, milit 
##  Topic 12: middl, al-qa'idah, kill, fighter, element 
##  Topic 13: air, yemen, --, say, fight 
##  Topic 14: yemen, kill, --, soldier, bomb 
##  Topic 15: secur, aden, gulf, threat, critic 
##  Topic 16: kill, yemen, ambush, soldier, -- 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.207, relative change = 1.020e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.178, relative change = 6.796e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 8 (approx. per word bound = -4.157, relative change = 5.027e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.140, relative change = 4.156e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.125, relative change = 3.548e-03) 
## Topic 1: --, yemen, citi, middl, escap 
##  Topic 2: -yemen, --, saleh, provinc, protest 
##  Topic 3: suspect, kill, airstrik, found, qaeda 
##  Topic 4: yemen, milit, --, clash, armi 
##  Topic 5: kill, qaeda, six, chief, tribesmen 
##  Topic 6: --, two, yemen, al-qaida, kill 
##  Topic 7: qaeda, attack, offici, gunmen, four 
##  Topic 8: yemen, strike, --, drone, qaeda 
##  Topic 9: offic, gunmen, intellig, suicid, kill 
##  Topic 10: dead, three, forc, al-qaeda, polic 
##  Topic 11: yemeni, --, armi, ministri, town 
##  Topic 12: middl, al-qa'idah, kill, fighter, abyan 
##  Topic 13: yemen, air, --, say, fight 
##  Topic 14: soldier, yemen, kill, --, bomb 
##  Topic 15: secur, aden, --, gulf, threat 
##  Topic 16: yemen, kill, ambush, --, qaeda 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.114, relative change = 2.749e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.104, relative change = 2.332e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.097, relative change = 1.891e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.091, relative change = 1.455e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.086, relative change = 1.129e-03) 
## Topic 1: --, yemen, citi, middl, escap 
##  Topic 2: -yemen, --, saleh, provinc, presid 
##  Topic 3: suspect, kill, airstrik, found, qaeda 
##  Topic 4: yemen, milit, --, clash, armi 
##  Topic 5: kill, qaeda, six, chief, tribesmen 
##  Topic 6: --, two, yemen, al-qaida, kill 
##  Topic 7: attack, offici, qaeda, four, gunmen 
##  Topic 8: drone, yemen, strike, --, us 
##  Topic 9: offic, gunmen, intellig, middl, kill 
##  Topic 10: dead, three, al-qaeda, polic, forc 
##  Topic 11: yemeni, --, armi, ministri, town 
##  Topic 12: middl, al-qa'idah, kill, fighter, abyan 
##  Topic 13: yemen, air, --, say, fight 
##  Topic 14: soldier, yemen, kill, --, bomb 
##  Topic 15: secur, aden, --, gulf, threat 
##  Topic 16: yemen, ambush, kill, --, qaeda 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.082, relative change = 9.889e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -4.079, relative change = 8.384e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 18 (approx. per word bound = -4.076, relative change = 6.894e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 19 (approx. per word bound = -4.073, relative change = 5.827e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.071, relative change = 5.392e-04) 
## Topic 1: --, yemen, citi, middl, escap 
##  Topic 2: -yemen, --, saleh, presid, provinc 
##  Topic 3: suspect, kill, airstrik, found, qaeda 
##  Topic 4: yemen, --, milit, clash, armi 
##  Topic 5: kill, qaeda, six, tribesmen, chief 
##  Topic 6: --, two, yemen, al-qaida, kill 
##  Topic 7: attack, offici, qaeda, four, battl 
##  Topic 8: drone, strike, yemen, --, us 
##  Topic 9: gunmen, offic, intellig, middl, kill 
##  Topic 10: dead, three, al-qaeda, polic, yemen 
##  Topic 11: yemeni, --, armi, ministri, al-qaida 
##  Topic 12: middl, al-qa'idah, kill, fighter, abyan 
##  Topic 13: yemen, air, --, say, fight 
##  Topic 14: soldier, yemen, kill, --, bomb 
##  Topic 15: secur, aden, --, gulf, threat 
##  Topic 16: ambush, yemen, --, kill, qaeda 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.069, relative change = 4.604e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -4.068, relative change = 4.279e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 23 (approx. per word bound = -4.066, relative change = 4.592e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -4.064, relative change = 4.604e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -4.062, relative change = 3.649e-04) 
## Topic 1: yemen, --, citi, middl, escap 
##  Topic 2: -yemen, --, saleh, presid, provinc 
##  Topic 3: suspect, kill, airstrik, execut, found 
##  Topic 4: yemen, --, milit, clash, armi 
##  Topic 5: kill, qaeda, six, tribesmen, chief 
##  Topic 6: --, two, yemen, kill, al-qaida 
##  Topic 7: attack, offici, qaeda, four, yemen 
##  Topic 8: drone, strike, yemen, --, us 
##  Topic 9: gunmen, offic, intellig, kill, senior 
##  Topic 10: dead, three, polic, yemen, al-qaeda 
##  Topic 11: yemeni, --, armi, al-qaida, ministri 
##  Topic 12: middl, al-qa'idah, kill, fighter, abyan 
##  Topic 13: yemen, --, air, say, raid 
##  Topic 14: soldier, yemen, kill, --, bomb 
##  Topic 15: secur, --, aden, gulf, threat 
##  Topic 16: ambush, yemen, --, kill, qaeda 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -4.061, relative change = 3.208e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -4.060, relative change = 3.356e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -4.058, relative change = 3.785e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -4.057, relative change = 4.097e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -4.055, relative change = 3.822e-04) 
## Topic 1: --, yemen, citi, escap, middl 
##  Topic 2: -yemen, --, saleh, presid, provinc 
##  Topic 3: suspect, kill, execut, airstrik, found 
##  Topic 4: yemen, --, milit, clash, armi 
##  Topic 5: kill, qaeda, six, tribesmen, anti-terror 
##  Topic 6: --, two, yemen, kill, violenc 
##  Topic 7: attack, offici, qaeda, four, yemen 
##  Topic 8: drone, strike, yemen, --, us 
##  Topic 9: gunmen, offic, intellig, kill, senior 
##  Topic 10: dead, three, yemen, polic, al-qaeda 
##  Topic 11: yemeni, armi, --, al-qaida, ministri 
##  Topic 12: middl, al-qa'idah, kill, fighter, abyan 
##  Topic 13: yemen, --, air, raid, say 
##  Topic 14: soldier, yemen, kill, --, bomb 
##  Topic 15: secur, --, aden, gulf, threat 
##  Topic 16: ambush, --, yemen, qaeda, kill 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -4.053, relative change = 3.757e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -4.052, relative change = 3.727e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -4.050, relative change = 3.914e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -4.049, relative change = 3.790e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -4.047, relative change = 3.717e-04) 
## Topic 1: --, yemen, citi, escap, middl 
##  Topic 2: -yemen, --, saleh, presid, provinc 
##  Topic 3: suspect, kill, execut, airstrik, found 
##  Topic 4: yemen, --, milit, clash, armi 
##  Topic 5: kill, qaeda, six, tribesmen, anti-terror 
##  Topic 6: --, two, yemen, kill, violenc 
##  Topic 7: attack, offici, qaeda, four, battl 
##  Topic 8: drone, strike, yemen, --, us 
##  Topic 9: gunmen, offic, intellig, senior, wound 
##  Topic 10: dead, yemen, three, polic, al-qaeda 
##  Topic 11: yemeni, armi, --, al-qaida, ministri 
##  Topic 12: middl, al-qa'idah, kill, fighter, abyan 
##  Topic 13: yemen, --, air, raid, say 
##  Topic 14: soldier, yemen, kill, --, bomb 
##  Topic 15: secur, aden, --, gulf, threat 
##  Topic 16: ambush, --, qaeda, yemen, kill 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -4.046, relative change = 3.847e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -4.044, relative change = 4.243e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -4.043, relative change = 3.523e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -4.041, relative change = 3.422e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -4.040, relative change = 3.593e-04) 
## Topic 1: --, yemen, citi, escap, middl 
##  Topic 2: -yemen, --, saleh, milit, presid 
##  Topic 3: suspect, kill, execut, airstrik, qaeda 
##  Topic 4: yemen, --, milit, clash, armi 
##  Topic 5: kill, qaeda, six, tribesmen, anti-terror 
##  Topic 6: --, two, yemen, kill, violenc 
##  Topic 7: attack, offici, four, qaeda, battl 
##  Topic 8: drone, strike, yemen, --, us 
##  Topic 9: gunmen, offic, intellig, senior, wound 
##  Topic 10: dead, yemen, polic, three, al-qaeda 
##  Topic 11: yemeni, armi, al-qaida, --, secur 
##  Topic 12: middl, al-qa'idah, kill, yemeni, fighter 
##  Topic 13: yemen, --, air, raid, say 
##  Topic 14: soldier, yemen, kill, bomb, -- 
##  Topic 15: secur, aden, --, gulf, threat 
##  Topic 16: ambush, --, qaeda, yemen, kill 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -4.038, relative change = 3.562e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -4.037, relative change = 3.441e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -4.036, relative change = 3.372e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -4.034, relative change = 2.799e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -4.034, relative change = 2.374e-04) 
## Topic 1: --, yemen, citi, escap, middl 
##  Topic 2: -yemen, --, saleh, milit, presid 
##  Topic 3: suspect, kill, execut, airstrik, qaeda 
##  Topic 4: yemen, --, milit, clash, armi 
##  Topic 5: kill, qaeda, six, tribesmen, net 
##  Topic 6: --, yemen, two, kill, violenc 
##  Topic 7: attack, offici, four, qaeda, battl 
##  Topic 8: drone, strike, yemen, --, us 
##  Topic 9: gunmen, offic, intellig, yemen, senior 
##  Topic 10: dead, yemen, polic, three, al-qaeda 
##  Topic 11: yemeni, armi, al-qaida, --, secur 
##  Topic 12: middl, al-qa'idah, yemeni, kill, fighter 
##  Topic 13: yemen, --, air, raid, say 
##  Topic 14: soldier, yemen, kill, bomb, -- 
##  Topic 15: secur, aden, --, gulf, threat 
##  Topic 16: ambush, qaeda, --, yemen, kill 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -4.033, relative change = 2.258e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -4.032, relative change = 2.475e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -4.030, relative change = 3.010e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -4.029, relative change = 3.651e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -4.028, relative change = 2.640e-04) 
## Topic 1: --, yemen, citi, escap, middl 
##  Topic 2: -yemen, --, saleh, milit, presid 
##  Topic 3: suspect, kill, execut, airstrik, qaeda 
##  Topic 4: yemen, --, milit, clash, armi 
##  Topic 5: kill, qaeda, six, tribesmen, net 
##  Topic 6: --, yemen, two, kill, violenc 
##  Topic 7: attack, offici, four, battl, local 
##  Topic 8: drone, strike, yemen, --, us 
##  Topic 9: gunmen, offic, intellig, yemen, senior 
##  Topic 10: dead, yemen, polic, al-qaeda, three 
##  Topic 11: yemeni, armi, al-qaida, --, secur 
##  Topic 12: middl, al-qa'idah, yemeni, kill, fighter 
##  Topic 13: yemen, --, air, raid, say 
##  Topic 14: soldier, yemen, kill, bomb, suicid 
##  Topic 15: aden, secur, --, gulf, threat 
##  Topic 16: ambush, qaeda, --, two, general 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -4.027, relative change = 2.515e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -4.026, relative change = 2.360e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -4.025, relative change = 2.188e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -4.024, relative change = 2.007e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -4.023, relative change = 1.819e-04) 
## Topic 1: --, yemen, citi, escap, middl 
##  Topic 2: -yemen, --, saleh, milit, presid 
##  Topic 3: suspect, kill, execut, airstrik, qaeda 
##  Topic 4: yemen, --, milit, clash, troop 
##  Topic 5: kill, qaeda, six, tribesmen, net 
##  Topic 6: --, yemen, two, kill, violenc 
##  Topic 7: attack, offici, four, battl, local 
##  Topic 8: drone, strike, yemen, --, us 
##  Topic 9: gunmen, offic, intellig, yemen, secur 
##  Topic 10: dead, yemen, polic, al-qaeda, three 
##  Topic 11: yemeni, armi, al-qaida, --, ministri 
##  Topic 12: middl, al-qa'idah, yemeni, kill, forc 
##  Topic 13: yemen, --, air, raid, al 
##  Topic 14: soldier, yemen, kill, bomb, suicid 
##  Topic 15: aden, secur, --, gulf, threat 
##  Topic 16: ambush, qaeda, --, two, general 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -4.023, relative change = 1.637e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 57 (approx. per word bound = -4.022, relative change = 1.520e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 58 (approx. per word bound = -4.022, relative change = 1.437e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 59 (approx. per word bound = -4.021, relative change = 1.322e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 60 (approx. per word bound = -4.021, relative change = 1.286e-04) 
## Topic 1: --, yemen, citi, escap, minist 
##  Topic 2: -yemen, --, saleh, milit, presid 
##  Topic 3: suspect, kill, execut, qaeda, airstrik 
##  Topic 4: yemen, --, milit, clash, troop 
##  Topic 5: kill, qaeda, six, tribesmen, net 
##  Topic 6: --, yemen, two, kill, violenc 
##  Topic 7: attack, offici, four, battl, local 
##  Topic 8: drone, strike, yemen, --, us 
##  Topic 9: gunmen, offic, intellig, secur, yemen 
##  Topic 10: dead, yemen, al-qaeda, polic, three 
##  Topic 11: yemeni, armi, al-qaida, --, ministri 
##  Topic 12: middl, yemeni, al-qa'idah, kill, forc 
##  Topic 13: yemen, --, air, raid, al 
##  Topic 14: soldier, yemen, kill, bomb, suicid 
##  Topic 15: aden, secur, --, gulf, threat 
##  Topic 16: ambush, qaeda, --, two, general 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 61 (approx. per word bound = -4.020, relative change = 1.420e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 62 (approx. per word bound = -4.019, relative change = 1.325e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 63 (approx. per word bound = -4.019, relative change = 1.287e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 64 (approx. per word bound = -4.018, relative change = 1.271e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 65 (approx. per word bound = -4.018, relative change = 1.204e-04) 
## Topic 1: --, yemen, citi, escap, minist 
##  Topic 2: -yemen, --, saleh, milit, presid 
##  Topic 3: suspect, kill, execut, qaeda, airstrik 
##  Topic 4: yemen, --, milit, clash, troop 
##  Topic 5: kill, qaeda, six, tribesmen, onslaught 
##  Topic 6: --, yemen, two, kill, among 
##  Topic 7: attack, offici, four, battl, local 
##  Topic 8: drone, strike, yemen, --, us 
##  Topic 9: gunmen, offic, intellig, secur, yemen 
##  Topic 10: yemen, dead, al-qaeda, three, polic 
##  Topic 11: yemeni, armi, al-qaida, --, ministri 
##  Topic 12: middl, yemeni, al-qa'idah, kill, forc 
##  Topic 13: yemen, air, --, al, raid 
##  Topic 14: soldier, kill, yemen, bomb, suicid 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: ambush, qaeda, two, --, general 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 66 (approx. per word bound = -4.018, relative change = 1.032e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 67 (approx. per word bound = -4.017, relative change = 8.579e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 68 (approx. per word bound = -4.017, relative change = 7.749e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 69 (approx. per word bound = -4.017, relative change = 7.409e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 70 (approx. per word bound = -4.016, relative change = 6.986e-05) 
## Topic 1: --, yemen, citi, escap, minist 
##  Topic 2: -yemen, --, milit, saleh, presid 
##  Topic 3: suspect, kill, qaeda, execut, airstrik 
##  Topic 4: yemen, --, milit, clash, troop 
##  Topic 5: kill, qaeda, six, tribesmen, onslaught 
##  Topic 6: --, yemen, kill, two, among 
##  Topic 7: attack, offici, four, battl, local 
##  Topic 8: drone, strike, yemen, --, milit 
##  Topic 9: gunmen, offic, intellig, secur, yemen 
##  Topic 10: yemen, dead, al-qaeda, three, polic 
##  Topic 11: armi, yemeni, al-qaida, --, ministri 
##  Topic 12: middl, yemeni, al-qa'idah, kill, forc 
##  Topic 13: yemen, air, --, al, raid 
##  Topic 14: soldier, kill, yemen, bomb, suicid 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: ambush, two, qaeda, --, general 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 71 (approx. per word bound = -4.016, relative change = 5.767e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 72 (approx. per word bound = -4.016, relative change = 4.368e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 73 (approx. per word bound = -4.016, relative change = 3.347e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 74 (approx. per word bound = -4.016, relative change = 2.397e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      .................
##   Recovering initialization...
##      ......
## Initialization complete.
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.920) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.529, relative change = 7.932e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 3 (approx. per word bound = -4.361, relative change = 3.712e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.273, relative change = 2.031e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.218, relative change = 1.269e-02) 
## Topic 1: --, citi, aden, -yemeni, kill 
##  Topic 2: --, aden, gun, blame, sanaa 
##  Topic 3: offici, kill, dead, five, local 
##  Topic 4: offic, intellig, say, al-qaeda, -- 
##  Topic 5: kill, us, air, ministri, milit 
##  Topic 6: armi, clash, kill, raid, fight 
##  Topic 7: yemen, --, milit, strike, gunmen 
##  Topic 8: kill, al-qaida, four, yemeni, offens 
##  Topic 9: middl, yemeni, al-qa'idah, kill, -- 
##  Topic 10: qaeda, soldier, attack, troop, offic 
##  Topic 11: polic, forc, gunmen, leader, -- 
##  Topic 12: kill, yemeni, terrorist, militari, warplan 
##  Topic 13: drone, kill, qaeda, six, suspect 
##  Topic 14: suspect, --, -yemen, minist, kill 
##  Topic 15: secur, gulf, --, threat, critic 
##  Topic 16: two, suicid, ambush, bomb, kill 
##  Topic 17: --, kill, seven, suspect, shell 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.179, relative change = 9.235e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.151, relative change = 6.725e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.131, relative change = 4.904e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.116, relative change = 3.548e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.106, relative change = 2.388e-03) 
## Topic 1: bomb, --, car, citi, claim 
##  Topic 2: --, yemeni, gun, sanaa, blame 
##  Topic 3: offici, dead, five, kill, local 
##  Topic 4: offic, say, intellig, al-qaeda, -- 
##  Topic 5: us, air, kill, ministri, strike 
##  Topic 6: armi, clash, raid, fight, kill 
##  Topic 7: yemen, --, milit, gunmen, three 
##  Topic 8: al-qaida, kill, yemeni, four, offens 
##  Topic 9: middl, yemeni, al-qa'idah, --, kill 
##  Topic 10: qaeda, soldier, attack, troop, civilian 
##  Topic 11: polic, forc, leader, --, new 
##  Topic 12: kill, militari, yemeni, terrorist, injur 
##  Topic 13: drone, qaeda, suspect, kill, strike 
##  Topic 14: suspect, --, -yemen, minist, defenc 
##  Topic 15: secur, --, aden, gulf, threat 
##  Topic 16: two, suicid, ambush, soldier, bomber 
##  Topic 17: --, kill, seven, shell, near 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.098, relative change = 1.946e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.092, relative change = 1.591e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.087, relative change = 1.161e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.083, relative change = 1.090e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.079, relative change = 9.402e-04) 
## Topic 1: bomb, car, --, citi, claim 
##  Topic 2: --, attack, town, sanaa, gun 
##  Topic 3: offici, dead, five, local, kill 
##  Topic 4: offic, gunmen, intellig, al-qaeda, say 
##  Topic 5: us, air, ministri, kill, strike 
##  Topic 6: armi, clash, raid, fight, base 
##  Topic 7: --, yemen, milit, gunmen, kill 
##  Topic 8: yemeni, al-qaida, kill, four, offens 
##  Topic 9: middl, yemeni, al-qa'idah, --, attack 
##  Topic 10: qaeda, soldier, attack, troop, civilian 
##  Topic 11: forc, polic, leader, assault, new 
##  Topic 12: kill, militari, terrorist, injur, warplan 
##  Topic 13: drone, suspect, strike, qaeda, kill 
##  Topic 14: suspect, -yemen, --, minist, saleh 
##  Topic 15: secur, --, aden, gulf, threat 
##  Topic 16: two, suicid, ambush, soldier, bomber 
##  Topic 17: --, kill, seven, shell, near 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.076, relative change = 8.186e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -4.073, relative change = 6.574e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -4.070, relative change = 6.046e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -4.068, relative change = 5.866e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.066, relative change = 6.142e-04) 
## Topic 1: bomb, car, --, claim, citi 
##  Topic 2: attack, say, town, --, sanaa 
##  Topic 3: offici, dead, five, local, shot 
##  Topic 4: offic, gunmen, intellig, al-qaeda, say 
##  Topic 5: us, air, ministri, kill, strike 
##  Topic 6: armi, clash, raid, fight, base 
##  Topic 7: --, yemen, milit, kill, three 
##  Topic 8: yemeni, al-qaida, kill, four, offens 
##  Topic 9: middl, yemeni, al-qa'idah, attack, -- 
##  Topic 10: qaeda, soldier, attack, troop, civilian 
##  Topic 11: forc, polic, leader, assault, new 
##  Topic 12: kill, militari, injur, warplan, gunman 
##  Topic 13: drone, suspect, qaeda, strike, kill 
##  Topic 14: suspect, -yemen, --, minist, saleh 
##  Topic 15: secur, --, aden, gulf, threat 
##  Topic 16: two, suicid, ambush, soldier, bomber 
##  Topic 17: --, kill, seven, shell, near 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.063, relative change = 6.942e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -4.060, relative change = 6.725e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -4.058, relative change = 5.345e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -4.056, relative change = 4.700e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -4.054, relative change = 4.205e-04) 
## Topic 1: bomb, car, --, citi, claim 
##  Topic 2: say, attack, town, --, sanaa 
##  Topic 3: offici, dead, five, local, fighter 
##  Topic 4: gunmen, offic, intellig, al-qaeda, say 
##  Topic 5: us, air, milit, ministri, kill 
##  Topic 6: armi, clash, raid, fight, base 
##  Topic 7: --, yemen, milit, kill, three 
##  Topic 8: yemeni, al-qaida, four, kill, milit 
##  Topic 9: middl, yemeni, al-qa'idah, attack, -- 
##  Topic 10: qaeda, soldier, attack, troop, civilian 
##  Topic 11: polic, forc, leader, assault, new 
##  Topic 12: kill, militari, injur, gunman, policemen 
##  Topic 13: drone, suspect, qaeda, strike, kill 
##  Topic 14: suspect, -yemen, --, saleh, minist 
##  Topic 15: secur, --, aden, gulf, threat 
##  Topic 16: two, soldier, suicid, ambush, militari 
##  Topic 17: --, kill, seven, shell, near 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -4.053, relative change = 4.133e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -4.051, relative change = 4.174e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -4.049, relative change = 4.003e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -4.048, relative change = 4.135e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -4.046, relative change = 3.529e-04) 
## Topic 1: bomb, car, --, citi, claim 
##  Topic 2: say, attack, town, --, sanaa 
##  Topic 3: offici, dead, five, fighter, local 
##  Topic 4: gunmen, offic, intellig, al-qaeda, senior 
##  Topic 5: us, air, milit, ministri, raid 
##  Topic 6: armi, clash, fight, base, raid 
##  Topic 7: --, yemen, milit, kill, policemen 
##  Topic 8: yemeni, al-qaida, four, kill, milit 
##  Topic 9: middl, yemeni, al-qa'idah, attack, -- 
##  Topic 10: qaeda, soldier, attack, troop, civilian 
##  Topic 11: polic, forc, leader, assault, new 
##  Topic 12: kill, gunman, policemen, injur, militari 
##  Topic 13: suspect, qaeda, drone, kill, strike 
##  Topic 14: suspect, -yemen, --, saleh, minist 
##  Topic 15: secur, --, aden, gulf, threat 
##  Topic 16: two, soldier, suicid, ambush, militari 
##  Topic 17: --, kill, seven, forc, shell 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -4.045, relative change = 3.460e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -4.043, relative change = 3.312e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -4.042, relative change = 3.043e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -4.041, relative change = 2.713e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -4.040, relative change = 2.401e-04) 
## Topic 1: bomb, car, --, citi, claim 
##  Topic 2: say, attack, town, --, sanaa 
##  Topic 3: offici, dead, five, fighter, local 
##  Topic 4: gunmen, offic, intellig, al-qaeda, senior 
##  Topic 5: us, milit, air, raid, ministri 
##  Topic 6: armi, clash, fight, base, zinjibar 
##  Topic 7: --, yemen, milit, kill, policemen 
##  Topic 8: yemeni, al-qaida, milit, four, kill 
##  Topic 9: middl, yemeni, al-qa'idah, attack, -- 
##  Topic 10: qaeda, soldier, attack, troop, civilian 
##  Topic 11: polic, leader, assault, new, peopl 
##  Topic 12: kill, policemen, gunman, airman, would-b 
##  Topic 13: suspect, qaeda, drone, kill, strike 
##  Topic 14: -yemen, --, suspect, saleh, minist 
##  Topic 15: secur, --, aden, gulf, threat 
##  Topic 16: two, soldier, suicid, militari, ambush 
##  Topic 17: --, forc, kill, seven, shell 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -4.039, relative change = 2.438e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -4.038, relative change = 2.461e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -4.037, relative change = 2.275e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -4.036, relative change = 1.887e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -4.036, relative change = 1.620e-04) 
## Topic 1: bomb, car, --, claim, citi 
##  Topic 2: say, attack, town, --, al-qaida 
##  Topic 3: offici, dead, five, fighter, local 
##  Topic 4: gunmen, offic, intellig, al-qaeda, senior 
##  Topic 5: milit, us, air, raid, ministri 
##  Topic 6: armi, clash, fight, base, zinjibar 
##  Topic 7: --, yemen, milit, kill, spark 
##  Topic 8: yemeni, milit, al-qaida, four, kill 
##  Topic 9: middl, yemeni, al-qa'idah, attack, -- 
##  Topic 10: qaeda, attack, soldier, troop, civilian 
##  Topic 11: polic, leader, assault, new, peopl 
##  Topic 12: kill, policemen, gunman, airman, would-b 
##  Topic 13: suspect, qaeda, drone, kill, strike 
##  Topic 14: -yemen, --, saleh, minist, escap 
##  Topic 15: secur, --, aden, gulf, threat 
##  Topic 16: two, soldier, suicid, militari, ambush 
##  Topic 17: --, forc, kill, seven, shell 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -4.035, relative change = 1.371e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -4.035, relative change = 1.196e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -4.034, relative change = 1.069e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -4.034, relative change = 9.464e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -4.034, relative change = 7.512e-05) 
## Topic 1: bomb, car, --, citi, claim 
##  Topic 2: say, attack, town, al-qaida, -- 
##  Topic 3: offici, dead, five, local, fighter 
##  Topic 4: gunmen, offic, intellig, al-qaeda, senior 
##  Topic 5: milit, us, air, raid, strike 
##  Topic 6: armi, clash, fight, base, zinjibar 
##  Topic 7: --, yemen, kill, milit, spark 
##  Topic 8: yemeni, milit, al-qaida, four, kill 
##  Topic 9: middl, yemeni, al-qa'idah, --, attack 
##  Topic 10: qaeda, attack, soldier, troop, civilian 
##  Topic 11: polic, assault, leader, new, peopl 
##  Topic 12: kill, policemen, gunman, airman, would-b 
##  Topic 13: suspect, qaeda, drone, kill, strike 
##  Topic 14: -yemen, --, saleh, minist, escap 
##  Topic 15: secur, --, aden, gulf, threat 
##  Topic 16: soldier, two, suicid, militari, ambush 
##  Topic 17: --, forc, kill, seven, shell 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -4.033, relative change = 5.195e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -4.033, relative change = 5.588e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -4.033, relative change = 5.918e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -4.033, relative change = 6.825e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -4.032, relative change = 5.509e-05) 
## Topic 1: bomb, car, --, citi, claim 
##  Topic 2: say, attack, town, al-qaida, -- 
##  Topic 3: offici, dead, five, local, fighter 
##  Topic 4: gunmen, offic, intellig, al-qaeda, senior 
##  Topic 5: milit, us, strike, air, raid 
##  Topic 6: armi, clash, fight, base, zinjibar 
##  Topic 7: --, yemen, kill, milit, spark 
##  Topic 8: yemeni, milit, al-qaida, four, kill 
##  Topic 9: middl, yemeni, al-qa'idah, --, attack 
##  Topic 10: qaeda, attack, soldier, troop, die 
##  Topic 11: polic, leader, assault, new, peopl 
##  Topic 12: kill, policemen, gunman, airman, would-b 
##  Topic 13: suspect, qaeda, drone, kill, strike 
##  Topic 14: -yemen, --, saleh, minist, escap 
##  Topic 15: secur, --, aden, gulf, threat 
##  Topic 16: soldier, two, suicid, militari, ambush 
##  Topic 17: --, forc, kill, seven, civilian 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -4.032, relative change = 3.162e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -4.032, relative change = 4.910e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -4.032, relative change = 9.381e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -4.031, relative change = 7.111e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -4.031, relative change = 2.865e-05) 
## Topic 1: bomb, car, --, citi, claim 
##  Topic 2: say, attack, town, al-qaida, -- 
##  Topic 3: offici, dead, five, local, fighter 
##  Topic 4: gunmen, offic, intellig, al-qaeda, senior 
##  Topic 5: milit, strike, us, air, raid 
##  Topic 6: armi, clash, fight, base, zinjibar 
##  Topic 7: --, yemen, kill, milit, spark 
##  Topic 8: yemeni, milit, al-qaida, kill, four 
##  Topic 9: middl, yemeni, al-qa'idah, --, attack 
##  Topic 10: qaeda, attack, soldier, troop, die 
##  Topic 11: polic, leader, assault, new, peopl 
##  Topic 12: kill, policemen, gunman, airman, would-b 
##  Topic 13: suspect, qaeda, drone, kill, six 
##  Topic 14: -yemen, --, saleh, minist, escap 
##  Topic 15: secur, --, aden, gulf, threat 
##  Topic 16: soldier, two, suicid, militari, ambush 
##  Topic 17: forc, --, kill, civilian, seven 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ..................
##   Recovering initialization...
##      ......
## Initialization complete.
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.890) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.601, relative change = 5.914e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.432, relative change = 3.676e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.332, relative change = 2.236e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.272, relative change = 1.396e-02) 
## Topic 1: yemen, bomb, car, sanaa, minist 
##  Topic 2: yemen, islamist, kill, accus, begin 
##  Topic 3: --, ambush, kill, rage, clash 
##  Topic 4: qaeda, al, five, ministri, yemen 
##  Topic 5: kill, abyan, terrorist, protest, -- 
##  Topic 6: attack, --, dead, kill, yemen 
##  Topic 7: two, strike, us, --, three 
##  Topic 8: yemen, kill, anti-qaeda, wit, sweep 
##  Topic 9: secur, offic, aden, intellig, element 
##  Topic 10: milit, soldier, kill, offici, gunmen 
##  Topic 11: kill, qaeda, yemen, polic, militari 
##  Topic 12: forc, kill, senior, chief, -yemen 
##  Topic 13: clash, --, kill, say, al-qaida 
##  Topic 14: armi, yemen, kill, qaeda, suspect 
##  Topic 15: gulf, threat, critic, --, aden 
##  Topic 16: yemeni, middl, al-qa'idah, --, kill 
##  Topic 17: qaeda, kill, suspect, yemen, drone 
##  Topic 18: milit, kill, soldier, offici, troop 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.225, relative change = 1.096e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.186, relative change = 9.206e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.158, relative change = 6.709e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.138, relative change = 4.927e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.122, relative change = 3.716e-03) 
## Topic 1: bomb, yemen, suicid, car, sanaa 
##  Topic 2: yemen, islamist, rebel, kill, airport 
##  Topic 3: --, ambush, kill, demo, rage 
##  Topic 4: qaeda, al, five, ministri, fight 
##  Topic 5: kill, abyan, say, terrorist, protest 
##  Topic 6: attack, --, dead, kill, yemen 
##  Topic 7: two, us, three, --, four 
##  Topic 8: yemen, kill, civilian, anti-qaeda, among 
##  Topic 9: offic, secur, intellig, claim, top 
##  Topic 10: soldier, kill, offici, milit, gunmen 
##  Topic 11: yemen, polic, militari, kill, qaeda 
##  Topic 12: forc, kill, senior, chief, colonel 
##  Topic 13: clash, --, say, al-qaida, kill 
##  Topic 14: armi, yemen, -yemen, kill, town 
##  Topic 15: aden, gulf, secur, --, threat 
##  Topic 16: yemeni, middl, al-qa'idah, kill, -- 
##  Topic 17: qaeda, kill, suspect, yemen, drone 
##  Topic 18: milit, kill, soldier, yemen, offici 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.112, relative change = 2.456e-03) 
## .....................................................................................................
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## Completing Iteration 12 (approx. per word bound = -4.104, relative change = 2.035e-03) 
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## Completing Iteration 13 (approx. per word bound = -4.097, relative change = 1.585e-03) 
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## Completing Iteration 14 (approx. per word bound = -4.092, relative change = 1.271e-03) 
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## Completing Iteration 15 (approx. per word bound = -4.088, relative change = 1.097e-03) 
## Topic 1: bomb, suicid, yemen, car, sanaa 
##  Topic 2: yemen, rebel, central, islamist, houthi 
##  Topic 3: --, ambush, kill, demo, jihadist 
##  Topic 4: qaeda, al, five, ministri, fight 
##  Topic 5: say, abyan, kill, terrorist, protest 
##  Topic 6: attack, --, dead, yemen, kill 
##  Topic 7: two, us, three, --, four 
##  Topic 8: yemen, kill, civilian, anti-qaeda, among 
##  Topic 9: offic, secur, intellig, claim, top 
##  Topic 10: kill, soldier, offici, gunmen, troop 
##  Topic 11: yemen, polic, militari, kill, tribal 
##  Topic 12: forc, yemeni, senior, chief, leader 
##  Topic 13: clash, al-qaida, --, say, citi 
##  Topic 14: armi, -yemen, yemen, bomber, saleh 
##  Topic 15: aden, secur, gulf, --, threat 
##  Topic 16: yemeni, middl, al-qa'idah, kill, element 
##  Topic 17: qaeda, kill, suspect, yemen, drone 
##  Topic 18: milit, kill, yemen, factbox-secur, develop 
## .....................................................................................................
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## Completing Iteration 16 (approx. per word bound = -4.083, relative change = 1.027e-03) 
## .....................................................................................................
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## Completing Iteration 17 (approx. per word bound = -4.080, relative change = 9.415e-04) 
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## Completing Iteration 18 (approx. per word bound = -4.076, relative change = 7.512e-04) 
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## Completing Iteration 19 (approx. per word bound = -4.074, relative change = 6.771e-04) 
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## Completing Iteration 20 (approx. per word bound = -4.071, relative change = 7.214e-04) 
## Topic 1: bomb, suicid, yemen, car, bomber 
##  Topic 2: yemen, houthi, rebel, central, islamist 
##  Topic 3: --, kill, ambush, demo, jihadist 
##  Topic 4: qaeda, al, five, ministri, fight 
##  Topic 5: say, abyan, terrorist, protest, kill 
##  Topic 6: attack, dead, --, yemen, tribe 
##  Topic 7: two, us, three, --, four 
##  Topic 8: yemen, kill, civilian, anti-qaeda, among 
##  Topic 9: offic, secur, intellig, al-qaeda, assassin 
##  Topic 10: kill, soldier, offici, gunmen, troop 
##  Topic 11: yemen, polic, militari, gunmen, tribal 
##  Topic 12: forc, yemeni, leader, senior, chief 
##  Topic 13: clash, al-qaida, --, citi, yemen 
##  Topic 14: armi, -yemen, yemen, saleh, assault 
##  Topic 15: aden, gulf, --, secur, threat 
##  Topic 16: yemeni, middl, al-qa'idah, ambush, kill 
##  Topic 17: qaeda, kill, suspect, yemen, drone 
##  Topic 18: milit, kill, develop, factbox-secur, -two 
## .....................................................................................................
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## Completing Iteration 21 (approx. per word bound = -4.068, relative change = 6.473e-04) 
## .....................................................................................................
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## Completing Iteration 22 (approx. per word bound = -4.066, relative change = 5.536e-04) 
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## Completing Iteration 23 (approx. per word bound = -4.063, relative change = 5.923e-04) 
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## Completing Iteration 24 (approx. per word bound = -4.061, relative change = 5.248e-04) 
## .....................................................................................................
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## Completing Iteration 25 (approx. per word bound = -4.060, relative change = 3.434e-04) 
## Topic 1: bomb, suicid, car, bomber, yemen 
##  Topic 2: yemen, houthi, rebel, central, islamist 
##  Topic 3: --, kill, ambush, demo, jihadist 
##  Topic 4: qaeda, al, five, ministri, fight 
##  Topic 5: say, abyan, terrorist, protest, least 
##  Topic 6: attack, dead, --, yemen, tribe 
##  Topic 7: two, us, three, --, four 
##  Topic 8: yemen, kill, civilian, anti-qaeda, among 
##  Topic 9: offic, secur, intellig, al-qaeda, assassin 
##  Topic 10: kill, soldier, offici, gunmen, troop 
##  Topic 11: yemen, polic, militari, gunmen, tribal 
##  Topic 12: forc, yemeni, leader, senior, chief 
##  Topic 13: clash, al-qaida, --, citi, offens 
##  Topic 14: armi, -yemen, troop, saleh, assault 
##  Topic 15: aden, --, gulf, secur, threat 
##  Topic 16: yemeni, middl, al-qa'idah, ambush, element 
##  Topic 17: qaeda, kill, suspect, yemen, drone 
##  Topic 18: milit, kill, develop, factbox-secur, army-qaeda 
## .....................................................................................................
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## Completing Iteration 26 (approx. per word bound = -4.059, relative change = 3.080e-04) 
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## Completing Iteration 27 (approx. per word bound = -4.058, relative change = 2.768e-04) 
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## Completing Iteration 28 (approx. per word bound = -4.056, relative change = 2.947e-04) 
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## Completing Iteration 29 (approx. per word bound = -4.055, relative change = 3.146e-04) 
## .....................................................................................................
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## Completing Iteration 30 (approx. per word bound = -4.054, relative change = 3.287e-04) 
## Topic 1: bomb, suicid, car, bomber, yemen 
##  Topic 2: yemen, houthi, rebel, central, islamist 
##  Topic 3: --, kill, demo, jihadist, -car 
##  Topic 4: qaeda, al, five, ministri, fight 
##  Topic 5: say, abyan, least, terrorist, protest 
##  Topic 6: attack, dead, --, yemen, tribe 
##  Topic 7: two, us, three, --, four 
##  Topic 8: yemen, kill, civilian, anti-qaeda, among 
##  Topic 9: offic, secur, intellig, al-qaeda, assassin 
##  Topic 10: kill, soldier, offici, gunmen, troop 
##  Topic 11: yemen, polic, militari, gunmen, tribal 
##  Topic 12: forc, yemeni, leader, senior, chief 
##  Topic 13: clash, al-qaida, --, yemen, offens 
##  Topic 14: armi, -yemen, troop, saleh, assault 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: yemeni, middl, al-qa'idah, ambush, element 
##  Topic 17: qaeda, kill, suspect, yemen, drone 
##  Topic 18: milit, kill, develop, factbox-secur, army-qaeda 
## .....................................................................................................
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## Completing Iteration 31 (approx. per word bound = -4.053, relative change = 3.114e-04) 
## .....................................................................................................
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## Completing Iteration 32 (approx. per word bound = -4.051, relative change = 2.504e-04) 
## .....................................................................................................
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## Completing Iteration 33 (approx. per word bound = -4.051, relative change = 2.049e-04) 
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## Completing Iteration 34 (approx. per word bound = -4.050, relative change = 1.924e-04) 
## .....................................................................................................
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## Completing Iteration 35 (approx. per word bound = -4.049, relative change = 1.971e-04) 
## Topic 1: bomb, suicid, car, bomber, yemen 
##  Topic 2: yemen, houthi, central, rebel, islamist 
##  Topic 3: --, kill, demo, jihadist, -car 
##  Topic 4: qaeda, al, five, ministri, fight 
##  Topic 5: say, abyan, least, terrorist, raid 
##  Topic 6: attack, dead, --, yemen, tribe 
##  Topic 7: two, us, three, --, four 
##  Topic 8: yemen, kill, civilian, anti-qaeda, among 
##  Topic 9: offic, secur, intellig, al-qaeda, assassin 
##  Topic 10: kill, soldier, offici, gunmen, troop 
##  Topic 11: yemen, polic, militari, gunmen, tribal 
##  Topic 12: forc, yemeni, leader, chief, target 
##  Topic 13: clash, al-qaida, --, yemen, offens 
##  Topic 14: armi, troop, -yemen, saleh, assault 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: yemeni, middl, al-qa'idah, ambush, element 
##  Topic 17: qaeda, kill, suspect, yemen, drone 
##  Topic 18: milit, kill, develop, factbox-secur, -two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 36 (approx. per word bound = -4.048, relative change = 2.031e-04) 
## .....................................................................................................
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## Completing Iteration 37 (approx. per word bound = -4.047, relative change = 1.969e-04) 
## .....................................................................................................
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## Completing Iteration 38 (approx. per word bound = -4.047, relative change = 1.797e-04) 
## .....................................................................................................
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## Completing Iteration 39 (approx. per word bound = -4.046, relative change = 1.605e-04) 
## .....................................................................................................
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## Completing Iteration 40 (approx. per word bound = -4.045, relative change = 1.499e-04) 
## Topic 1: bomb, suicid, car, bomber, sanaa 
##  Topic 2: yemen, houthi, central, rebel, islamist 
##  Topic 3: --, kill, demo, -car, ralli 
##  Topic 4: qaeda, al, five, ministri, fight 
##  Topic 5: say, abyan, least, raid, terrorist 
##  Topic 6: attack, dead, --, yemen, tribe 
##  Topic 7: two, us, three, --, four 
##  Topic 8: yemen, kill, civilian, anti-qaeda, among 
##  Topic 9: offic, secur, intellig, al-qaeda, assassin 
##  Topic 10: kill, soldier, offici, gunmen, troop 
##  Topic 11: yemen, gunmen, polic, militari, tribal 
##  Topic 12: yemeni, forc, leader, chief, target 
##  Topic 13: clash, al-qaida, --, yemen, offens 
##  Topic 14: armi, troop, -yemen, saleh, assault 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: yemeni, middl, al-qa'idah, ambush, element 
##  Topic 17: qaeda, kill, suspect, yemen, drone 
##  Topic 18: milit, kill, develop, factbox-secur, -two 
## .....................................................................................................
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## Completing Iteration 41 (approx. per word bound = -4.045, relative change = 1.338e-04) 
## .....................................................................................................
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## Completing Iteration 42 (approx. per word bound = -4.044, relative change = 1.275e-04) 
## .....................................................................................................
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## Completing Iteration 43 (approx. per word bound = -4.044, relative change = 1.298e-04) 
## .....................................................................................................
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## Completing Iteration 44 (approx. per word bound = -4.043, relative change = 1.284e-04) 
## .....................................................................................................
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## Completing Iteration 45 (approx. per word bound = -4.043, relative change = 9.923e-05) 
## Topic 1: bomb, suicid, car, bomber, sanaa 
##  Topic 2: yemen, houthi, central, rebel, islamist 
##  Topic 3: --, kill, demo, -car, ralli 
##  Topic 4: qaeda, al, five, ministri, fight 
##  Topic 5: say, abyan, raid, least, terrorist 
##  Topic 6: attack, dead, --, yemen, tribe 
##  Topic 7: two, us, three, four, -- 
##  Topic 8: yemen, kill, civilian, anti-qaeda, among 
##  Topic 9: offic, secur, intellig, al-qaeda, assassin 
##  Topic 10: kill, soldier, offici, gunmen, nine 
##  Topic 11: yemen, gunmen, polic, militari, -- 
##  Topic 12: yemeni, forc, leader, chief, al-qaida 
##  Topic 13: clash, al-qaida, --, yemen, offens 
##  Topic 14: armi, troop, -yemen, saleh, assault 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: yemeni, middl, al-qa'idah, ambush, element 
##  Topic 17: qaeda, kill, suspect, yemen, drone 
##  Topic 18: milit, kill, develop, factbox-secur, -two 
## .....................................................................................................
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## Completing Iteration 46 (approx. per word bound = -4.043, relative change = 1.033e-04) 
## .....................................................................................................
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## Completing Iteration 47 (approx. per word bound = -4.042, relative change = 1.110e-04) 
## .....................................................................................................
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## Completing Iteration 48 (approx. per word bound = -4.042, relative change = 1.085e-04) 
## .....................................................................................................
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## Completing Iteration 49 (approx. per word bound = -4.041, relative change = 1.054e-04) 
## .....................................................................................................
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## Completing Iteration 50 (approx. per word bound = -4.041, relative change = 9.274e-05) 
## Topic 1: bomb, suicid, bomber, car, sanaa 
##  Topic 2: yemen, houthi, central, rebel, islamist 
##  Topic 3: --, kill, -car, ralli, secess 
##  Topic 4: qaeda, al, five, ministri, fight 
##  Topic 5: say, abyan, raid, least, terrorist 
##  Topic 6: attack, dead, --, yemen, tribe 
##  Topic 7: two, us, three, four, six 
##  Topic 8: yemen, kill, civilian, anti-qaeda, among 
##  Topic 9: offic, secur, intellig, al-qaeda, assassin 
##  Topic 10: kill, soldier, offici, gunmen, nine 
##  Topic 11: yemen, gunmen, polic, militari, -- 
##  Topic 12: yemeni, forc, leader, chief, al-qaida 
##  Topic 13: clash, al-qaida, --, yemen, offens 
##  Topic 14: armi, troop, -yemen, saleh, assault 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: yemeni, middl, al-qa'idah, ambush, element 
##  Topic 17: qaeda, kill, suspect, yemen, drone 
##  Topic 18: milit, kill, develop, factbox-secur, -two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -4.041, relative change = 8.628e-05) 
## .....................................................................................................
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## Completing Iteration 52 (approx. per word bound = -4.040, relative change = 7.597e-05) 
## .....................................................................................................
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## Completing Iteration 53 (approx. per word bound = -4.040, relative change = 5.625e-05) 
## .....................................................................................................
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## Completing Iteration 54 (approx. per word bound = -4.040, relative change = 4.955e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 55 (approx. per word bound = -4.040, relative change = 5.291e-05) 
## Topic 1: bomb, suicid, bomber, car, sanaa 
##  Topic 2: yemen, houthi, central, rebel, islamist 
##  Topic 3: --, kill, -car, ralli, secess 
##  Topic 4: qaeda, al, five, ministri, fight 
##  Topic 5: say, raid, abyan, least, terrorist 
##  Topic 6: attack, dead, --, yemen, tribe 
##  Topic 7: two, us, three, four, six 
##  Topic 8: yemen, kill, civilian, anti-qaeda, among 
##  Topic 9: offic, secur, intellig, al-qaeda, assassin 
##  Topic 10: kill, soldier, offici, gunmen, nine 
##  Topic 11: gunmen, yemen, polic, militari, -- 
##  Topic 12: yemeni, forc, leader, chief, al-qaida 
##  Topic 13: clash, al-qaida, --, yemen, offens 
##  Topic 14: armi, troop, -yemen, saleh, assault 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: yemeni, middl, al-qa'idah, ambush, element 
##  Topic 17: qaeda, kill, suspect, yemen, drone 
##  Topic 18: milit, kill, develop, factbox-secur, -two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 56 (approx. per word bound = -4.039, relative change = 6.705e-05) 
## .....................................................................................................
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## Completing Iteration 57 (approx. per word bound = -4.039, relative change = 8.256e-05) 
## .....................................................................................................
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## Completing Iteration 58 (approx. per word bound = -4.039, relative change = 7.801e-05) 
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## Completing Iteration 59 (approx. per word bound = -4.038, relative change = 7.933e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 60 (approx. per word bound = -4.038, relative change = 9.176e-05) 
## Topic 1: bomb, suicid, bomber, car, sanaa 
##  Topic 2: yemen, houthi, central, rebel, islamist 
##  Topic 3: --, kill, -car, ralli, secess 
##  Topic 4: qaeda, al, five, ministri, fight 
##  Topic 5: say, raid, abyan, least, terrorist 
##  Topic 6: attack, dead, --, yemen, tribe 
##  Topic 7: two, us, three, four, six 
##  Topic 8: yemen, kill, civilian, anti-qaeda, among 
##  Topic 9: offic, secur, intellig, al-qaeda, assassin 
##  Topic 10: kill, soldier, offici, gunmen, nine 
##  Topic 11: gunmen, yemen, polic, militari, -- 
##  Topic 12: yemeni, forc, leader, chief, al-qaida 
##  Topic 13: clash, al-qaida, --, yemen, offens 
##  Topic 14: armi, troop, -yemen, saleh, assault 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: yemeni, middl, al-qa'idah, ambush, element 
##  Topic 17: qaeda, kill, suspect, yemen, drone 
##  Topic 18: milit, kill, develop, factbox-secur, -two 
## .....................................................................................................
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## Completing Iteration 61 (approx. per word bound = -4.037, relative change = 1.209e-04) 
## .....................................................................................................
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## Completing Iteration 62 (approx. per word bound = -4.037, relative change = 1.529e-04) 
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## Completing Iteration 63 (approx. per word bound = -4.036, relative change = 2.109e-04) 
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## Completed E-Step (0 seconds). 
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## Completing Iteration 64 (approx. per word bound = -4.035, relative change = 1.988e-04) 
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## Completed E-Step (0 seconds). 
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## Completing Iteration 65 (approx. per word bound = -4.035, relative change = 1.342e-04) 
## Topic 1: bomb, suicid, bomber, car, capit 
##  Topic 2: yemen, houthi, central, rebel, islamist 
##  Topic 3: --, kill, -car, ralli, secess 
##  Topic 4: qaeda, al, five, ministri, fight 
##  Topic 5: say, raid, abyan, least, terrorist 
##  Topic 6: attack, dead, --, yemen, tribe 
##  Topic 7: two, us, three, four, six 
##  Topic 8: yemen, kill, civilian, anti-qaeda, among 
##  Topic 9: offic, secur, intellig, al-qaeda, assassin 
##  Topic 10: kill, soldier, offici, nine, policeman 
##  Topic 11: gunmen, yemen, polic, militari, -- 
##  Topic 12: yemeni, forc, leader, chief, secur 
##  Topic 13: clash, al-qaida, yemen, --, offens 
##  Topic 14: armi, troop, -yemen, saleh, assault 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: yemeni, middl, al-qa'idah, ambush, element 
##  Topic 17: qaeda, kill, suspect, yemen, drone 
##  Topic 18: milit, kill, develop, factbox-secur, -two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 66 (approx. per word bound = -4.034, relative change = 1.222e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 67 (approx. per word bound = -4.034, relative change = 1.123e-04) 
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## Completing Iteration 68 (approx. per word bound = -4.033, relative change = 1.307e-04) 
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## Completing Iteration 69 (approx. per word bound = -4.033, relative change = 1.605e-04) 
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## Completed E-Step (0 seconds). 
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## Completing Iteration 70 (approx. per word bound = -4.032, relative change = 1.325e-04) 
## Topic 1: bomb, suicid, bomber, car, capit 
##  Topic 2: yemen, houthi, central, rebel, islamist 
##  Topic 3: --, kill, -car, ralli, secess 
##  Topic 4: qaeda, al, five, ministri, fight 
##  Topic 5: say, raid, abyan, least, terrorist 
##  Topic 6: attack, dead, --, yemen, tribe 
##  Topic 7: two, us, three, four, six 
##  Topic 8: yemen, kill, civilian, anti-qaeda, among 
##  Topic 9: offic, secur, intellig, al-qaeda, assassin 
##  Topic 10: kill, soldier, offici, nine, policeman 
##  Topic 11: gunmen, yemen, polic, militari, -- 
##  Topic 12: yemeni, forc, leader, secur, chief 
##  Topic 13: clash, al-qaida, yemen, --, offens 
##  Topic 14: armi, troop, -yemen, saleh, assault 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: yemeni, middl, al-qa'idah, ambush, element 
##  Topic 17: qaeda, kill, suspect, yemen, drone 
##  Topic 18: milit, kill, develop, factbox-secur, -two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 71 (approx. per word bound = -4.032, relative change = 7.545e-05) 
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## Completing Iteration 72 (approx. per word bound = -4.031, relative change = 5.772e-05) 
## .....................................................................................................
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## Completing Iteration 73 (approx. per word bound = -4.031, relative change = 3.993e-05) 
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## Completing Iteration 74 (approx. per word bound = -4.031, relative change = 4.552e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 75 (approx. per word bound = -4.031, relative change = 4.164e-05) 
## Topic 1: bomb, suicid, bomber, car, capit 
##  Topic 2: yemen, houthi, central, rebel, islamist 
##  Topic 3: --, kill, -car, ralli, secess 
##  Topic 4: qaeda, al, five, ministri, fight 
##  Topic 5: say, raid, abyan, least, terrorist 
##  Topic 6: attack, dead, --, yemen, tribe 
##  Topic 7: two, us, three, four, six 
##  Topic 8: yemen, kill, civilian, anti-qaeda, among 
##  Topic 9: offic, secur, intellig, al-qaeda, assassin 
##  Topic 10: kill, soldier, offici, nine, policeman 
##  Topic 11: gunmen, yemen, polic, militari, -- 
##  Topic 12: yemeni, forc, leader, secur, chief 
##  Topic 13: clash, al-qaida, yemen, --, offens 
##  Topic 14: armi, troop, -yemen, saleh, assault 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: yemeni, middl, al-qa'idah, ambush, soldier 
##  Topic 17: qaeda, kill, suspect, yemen, drone 
##  Topic 18: milit, kill, develop, factbox-secur, -two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 76 (approx. per word bound = -4.031, relative change = 3.288e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 77 (approx. per word bound = -4.031, relative change = 5.059e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 78 (approx. per word bound = -4.030, relative change = 7.374e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 79 (approx. per word bound = -4.030, relative change = 7.028e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 80 (approx. per word bound = -4.030, relative change = 5.993e-05) 
## Topic 1: bomb, suicid, bomber, car, capit 
##  Topic 2: yemen, houthi, central, rebel, -- 
##  Topic 3: --, kill, -car, ralli, secess 
##  Topic 4: qaeda, al, five, ministri, fight 
##  Topic 5: say, raid, abyan, least, fighter 
##  Topic 6: attack, dead, --, yemen, tribe 
##  Topic 7: two, us, three, four, six 
##  Topic 8: yemen, civilian, kill, anti-qaeda, among 
##  Topic 9: offic, secur, intellig, al-qaeda, assassin 
##  Topic 10: kill, soldier, offici, nine, policeman 
##  Topic 11: gunmen, yemen, polic, militari, -- 
##  Topic 12: yemeni, forc, leader, secur, chief 
##  Topic 13: clash, al-qaida, yemen, --, offens 
##  Topic 14: armi, troop, -yemen, --, saleh 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: yemeni, middl, al-qa'idah, ambush, soldier 
##  Topic 17: qaeda, kill, suspect, yemen, drone 
##  Topic 18: milit, kill, develop, factbox-secur, -two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 81 (approx. per word bound = -4.030, relative change = 6.096e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 82 (approx. per word bound = -4.029, relative change = 6.321e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 83 (approx. per word bound = -4.029, relative change = 6.799e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 84 (approx. per word bound = -4.029, relative change = 7.195e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 85 (approx. per word bound = -4.028, relative change = 7.472e-05) 
## Topic 1: bomb, suicid, bomber, car, capit 
##  Topic 2: yemen, houthi, --, central, rebel 
##  Topic 3: --, kill, -car, ralli, secess 
##  Topic 4: qaeda, al, five, ministri, fight 
##  Topic 5: say, raid, abyan, least, fighter 
##  Topic 6: attack, dead, --, yemen, checkpoint 
##  Topic 7: two, us, four, three, six 
##  Topic 8: yemen, civilian, kill, anti-qaeda, among 
##  Topic 9: offic, secur, intellig, al-qaeda, assassin 
##  Topic 10: kill, soldier, offici, nine, policeman 
##  Topic 11: gunmen, yemen, polic, militari, -- 
##  Topic 12: yemeni, forc, leader, secur, chief 
##  Topic 13: clash, al-qaida, yemen, --, offens 
##  Topic 14: armi, troop, -yemen, --, saleh 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: yemeni, middl, al-qa'idah, ambush, soldier 
##  Topic 17: qaeda, kill, suspect, yemen, drone 
##  Topic 18: milit, kill, develop, factbox-secur, -two 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 86 (approx. per word bound = -4.028, relative change = 7.654e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 87 (approx. per word bound = -4.028, relative change = 8.655e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 88 (approx. per word bound = -4.027, relative change = 7.598e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 89 (approx. per word bound = -4.027, relative change = 7.455e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 90 (approx. per word bound = -4.027, relative change = 6.997e-05) 
## Topic 1: bomb, suicid, bomber, car, capit 
##  Topic 2: yemen, --, houthi, central, rebel 
##  Topic 3: --, kill, -car, ralli, secess 
##  Topic 4: qaeda, al, five, ministri, fight 
##  Topic 5: say, raid, fighter, abyan, least 
##  Topic 6: attack, dead, --, yemen, checkpoint 
##  Topic 7: two, us, four, six, three 
##  Topic 8: yemen, civilian, kill, anti-qaeda, among 
##  Topic 9: offic, secur, intellig, al-qaeda, assassin 
##  Topic 10: kill, soldier, offici, nine, policeman 
##  Topic 11: gunmen, yemen, polic, militari, -- 
##  Topic 12: yemeni, forc, leader, secur, al-qaida 
##  Topic 13: clash, al-qaida, yemen, --, offens 
##  Topic 14: armi, troop, -yemen, --, saleh 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: yemeni, middl, al-qa'idah, ambush, soldier 
##  Topic 17: qaeda, kill, suspect, yemen, drone 
##  Topic 18: milit, kill, develop, factbox-secur, -air 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 91 (approx. per word bound = -4.027, relative change = 6.751e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 92 (approx. per word bound = -4.026, relative change = 6.556e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 93 (approx. per word bound = -4.026, relative change = 6.865e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 94 (approx. per word bound = -4.026, relative change = 1.076e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 95 (approx. per word bound = -4.025, relative change = 1.899e-04) 
## Topic 1: bomb, suicid, bomber, car, capit 
##  Topic 2: yemen, --, houthi, central, rebel 
##  Topic 3: --, kill, -car, ralli, secess 
##  Topic 4: qaeda, al, five, ministri, fight 
##  Topic 5: say, raid, fighter, abyan, least 
##  Topic 6: attack, dead, --, yemen, checkpoint 
##  Topic 7: two, us, four, six, three 
##  Topic 8: yemen, civilian, kill, anti-qaeda, among 
##  Topic 9: offic, secur, intellig, al-qaeda, assassin 
##  Topic 10: kill, soldier, offici, nine, policeman 
##  Topic 11: gunmen, yemen, polic, militari, -- 
##  Topic 12: yemeni, forc, leader, secur, al-qaida 
##  Topic 13: clash, al-qaida, yemen, --, offens 
##  Topic 14: armi, troop, -yemen, --, saleh 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: yemeni, middl, al-qa'idah, ambush, soldier 
##  Topic 17: qaeda, kill, suspect, yemen, drone 
##  Topic 18: milit, kill, develop, factbox-secur, -air 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 96 (approx. per word bound = -4.025, relative change = 7.626e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 97 (approx. per word bound = -4.024, relative change = 4.995e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 98 (approx. per word bound = -4.024, relative change = 5.827e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 99 (approx. per word bound = -4.024, relative change = 5.784e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 100 (approx. per word bound = -4.024, relative change = 4.584e-05) 
## Topic 1: bomb, suicid, bomber, car, capit 
##  Topic 2: yemen, --, houthi, central, rebel 
##  Topic 3: --, kill, -car, ralli, secess 
##  Topic 4: qaeda, al, five, ministri, fight 
##  Topic 5: say, raid, fighter, abyan, least 
##  Topic 6: attack, dead, --, yemen, checkpoint 
##  Topic 7: two, us, six, four, three 
##  Topic 8: yemen, civilian, kill, anti-qaeda, among 
##  Topic 9: offic, secur, intellig, al-qaeda, assassin 
##  Topic 10: kill, soldier, offici, nine, policeman 
##  Topic 11: gunmen, yemen, polic, militari, -- 
##  Topic 12: yemeni, forc, leader, secur, al-qaida 
##  Topic 13: clash, al-qaida, yemen, --, offens 
##  Topic 14: armi, troop, -yemen, --, saleh 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: yemeni, middl, al-qa'idah, ambush, soldier 
##  Topic 17: qaeda, kill, suspect, drone, yemen 
##  Topic 18: milit, kill, develop, factbox-secur, -air 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 101 (approx. per word bound = -4.024, relative change = 4.015e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 102 (approx. per word bound = -4.023, relative change = 3.949e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 103 (approx. per word bound = -4.023, relative change = 4.118e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 104 (approx. per word bound = -4.023, relative change = 4.370e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 105 (approx. per word bound = -4.023, relative change = 4.272e-05) 
## Topic 1: bomb, suicid, bomber, car, capit 
##  Topic 2: yemen, --, houthi, central, rebel 
##  Topic 3: --, kill, -car, qaeda, ralli 
##  Topic 4: qaeda, al, five, ministri, fight 
##  Topic 5: say, raid, fighter, abyan, least 
##  Topic 6: attack, dead, --, yemen, checkpoint 
##  Topic 7: two, us, six, four, three 
##  Topic 8: yemen, civilian, kill, anti-qaeda, among 
##  Topic 9: offic, secur, intellig, al-qaeda, assassin 
##  Topic 10: kill, soldier, offici, nine, policeman 
##  Topic 11: gunmen, yemen, polic, militari, -- 
##  Topic 12: yemeni, forc, leader, secur, al-qaida 
##  Topic 13: clash, al-qaida, yemen, --, offens 
##  Topic 14: armi, troop, -yemen, --, saleh 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: yemeni, middl, al-qa'idah, ambush, soldier 
##  Topic 17: qaeda, kill, suspect, drone, yemen 
##  Topic 18: milit, kill, develop, factbox-secur, -air 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 106 (approx. per word bound = -4.023, relative change = 4.235e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 107 (approx. per word bound = -4.023, relative change = 4.238e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 108 (approx. per word bound = -4.022, relative change = 3.918e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 109 (approx. per word bound = -4.022, relative change = 3.003e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 110 (approx. per word bound = -4.022, relative change = 2.510e-05) 
## Topic 1: bomb, suicid, bomber, car, capit 
##  Topic 2: yemen, --, houthi, central, rebel 
##  Topic 3: --, kill, -car, qaeda, offici 
##  Topic 4: qaeda, al, five, ministri, fight 
##  Topic 5: say, raid, fighter, abyan, least 
##  Topic 6: attack, dead, --, yemen, checkpoint 
##  Topic 7: two, us, six, four, three 
##  Topic 8: yemen, civilian, kill, anti-qaeda, among 
##  Topic 9: offic, secur, intellig, al-qaeda, assassin 
##  Topic 10: kill, soldier, offici, nine, policeman 
##  Topic 11: gunmen, yemen, polic, militari, -- 
##  Topic 12: yemeni, forc, leader, secur, al-qaida 
##  Topic 13: clash, al-qaida, yemen, --, offens 
##  Topic 14: armi, troop, --, -yemen, saleh 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: yemeni, middl, al-qa'idah, ambush, soldier 
##  Topic 17: qaeda, kill, suspect, drone, yemen 
##  Topic 18: milit, kill, develop, factbox-secur, -air 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 111 (approx. per word bound = -4.022, relative change = 2.709e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 112 (approx. per word bound = -4.022, relative change = 2.470e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 113 (approx. per word bound = -4.022, relative change = 1.585e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 114 (approx. per word bound = -4.022, relative change = 1.296e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 115 (approx. per word bound = -4.022, relative change = 1.993e-05) 
## Topic 1: bomb, suicid, bomber, car, capit 
##  Topic 2: yemen, --, houthi, middl, central 
##  Topic 3: --, kill, -car, qaeda, offici 
##  Topic 4: qaeda, al, five, ministri, fight 
##  Topic 5: say, raid, fighter, abyan, least 
##  Topic 6: attack, dead, --, yemen, checkpoint 
##  Topic 7: two, us, six, four, -- 
##  Topic 8: yemen, civilian, anti-qaeda, kill, among 
##  Topic 9: offic, secur, intellig, al-qaeda, assassin 
##  Topic 10: kill, soldier, offici, nine, policeman 
##  Topic 11: gunmen, yemen, militari, polic, -- 
##  Topic 12: yemeni, forc, leader, secur, al-qaida 
##  Topic 13: clash, al-qaida, yemen, --, offens 
##  Topic 14: armi, troop, --, -yemen, saleh 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: yemeni, middl, al-qa'idah, ambush, soldier 
##  Topic 17: qaeda, kill, suspect, drone, yemen 
##  Topic 18: milit, kill, develop, factbox-secur, -air 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 116 (approx. per word bound = -4.022, relative change = 2.690e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 117 (approx. per word bound = -4.022, relative change = 3.152e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 118 (approx. per word bound = -4.021, relative change = 3.826e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 119 (approx. per word bound = -4.021, relative change = 5.162e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 120 (approx. per word bound = -4.021, relative change = 6.834e-05) 
## Topic 1: bomb, suicid, bomber, car, capit 
##  Topic 2: yemen, --, houthi, middl, kill 
##  Topic 3: --, kill, -car, qaeda, accid 
##  Topic 4: qaeda, al, five, ministri, fight 
##  Topic 5: say, raid, fighter, abyan, least 
##  Topic 6: attack, dead, --, yemen, checkpoint 
##  Topic 7: two, us, six, --, four 
##  Topic 8: yemen, civilian, anti-qaeda, kill, among 
##  Topic 9: offic, secur, intellig, al-qaeda, assassin 
##  Topic 10: kill, soldier, offici, nine, policeman 
##  Topic 11: gunmen, yemen, militari, polic, -- 
##  Topic 12: yemeni, forc, leader, secur, al-qaida 
##  Topic 13: clash, al-qaida, yemen, --, offens 
##  Topic 14: armi, troop, --, -yemen, saleh 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: yemeni, middl, al-qa'idah, ambush, soldier 
##  Topic 17: qaeda, kill, suspect, drone, yemen 
##  Topic 18: milit, kill, develop, factbox-secur, -air 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 121 (approx. per word bound = -4.021, relative change = 7.224e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 122 (approx. per word bound = -4.020, relative change = 4.662e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 123 (approx. per word bound = -4.020, relative change = 4.105e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 124 (approx. per word bound = -4.020, relative change = 3.806e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 125 (approx. per word bound = -4.020, relative change = 3.634e-05) 
## Topic 1: bomb, suicid, bomber, car, capit 
##  Topic 2: yemen, --, houthi, middl, kill 
##  Topic 3: --, kill, -car, qaeda, accid 
##  Topic 4: qaeda, al, five, ministri, fight 
##  Topic 5: say, raid, fighter, air, abyan 
##  Topic 6: attack, dead, --, yemen, checkpoint 
##  Topic 7: two, us, six, --, three 
##  Topic 8: yemen, civilian, anti-qaeda, among, kill 
##  Topic 9: offic, secur, intellig, al-qaeda, assassin 
##  Topic 10: kill, soldier, offici, nine, policeman 
##  Topic 11: gunmen, yemen, militari, polic, -- 
##  Topic 12: yemeni, forc, leader, secur, al-qaida 
##  Topic 13: clash, al-qaida, yemen, --, offens 
##  Topic 14: armi, troop, --, -yemen, saleh 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: yemeni, middl, al-qa'idah, ambush, soldier 
##  Topic 17: qaeda, kill, suspect, drone, yemen 
##  Topic 18: milit, kill, develop, factbox-secur, -air 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 126 (approx. per word bound = -4.020, relative change = 3.384e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 127 (approx. per word bound = -4.020, relative change = 3.000e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 128 (approx. per word bound = -4.020, relative change = 3.350e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 129 (approx. per word bound = -4.019, relative change = 4.218e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 130 (approx. per word bound = -4.019, relative change = 4.848e-05) 
## Topic 1: bomb, suicid, bomber, car, capit 
##  Topic 2: yemen, --, houthi, middl, kill 
##  Topic 3: --, kill, -car, qaeda, accid 
##  Topic 4: qaeda, al, five, ministri, fight 
##  Topic 5: say, raid, air, fighter, abyan 
##  Topic 6: attack, dead, yemen, --, checkpoint 
##  Topic 7: two, us, --, six, three 
##  Topic 8: yemen, civilian, anti-qaeda, among, kill 
##  Topic 9: offic, secur, intellig, al-qaeda, assassin 
##  Topic 10: kill, soldier, offici, nine, policeman 
##  Topic 11: gunmen, yemen, militari, polic, -- 
##  Topic 12: yemeni, forc, secur, leader, al-qaida 
##  Topic 13: clash, al-qaida, yemen, --, offens 
##  Topic 14: armi, troop, --, -yemen, saleh 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: yemeni, middl, al-qa'idah, ambush, soldier 
##  Topic 17: qaeda, kill, suspect, drone, yemen 
##  Topic 18: milit, kill, develop, factbox-secur, -air 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 131 (approx. per word bound = -4.019, relative change = 1.682e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ...................
##   Recovering initialization...
##      ......
## Initialization complete.
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.831) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.560, relative change = 5.626e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.392, relative change = 3.685e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.274, relative change = 2.687e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.212, relative change = 1.442e-02) 
## Topic 1: yemen, rebel, middl, presid, kill 
##  Topic 2: yemen, blast, minist, escap, defenc 
##  Topic 3: gunmen, secur, offici, militari, offic 
##  Topic 4: kill, yemen, offici, armi, three 
##  Topic 5: --, yemen, kill, violenc, back 
##  Topic 6: drone, clash, strike, al-qaida, yemen 
##  Topic 7: --, bomb, suicid, polic, middl 
##  Topic 8: yemen, kill, us, two, qaeda 
##  Topic 9: --, forc, yemen, attack, houthi 
##  Topic 10: offic, intellig, al-qaeda, kill, civilian 
##  Topic 11: soldier, kill, yemeni, qaeda, yemen 
##  Topic 12: milit, --, yemen, troop, kill 
##  Topic 13: dead, fight, capit, blame, yemen 
##  Topic 14: attack, yemen, --, kill, -yemen 
##  Topic 15: aden, secur, gulf, threat, critic 
##  Topic 16: yemeni, middl, al-qa'idah, armi, kill 
##  Topic 17: yemen, --, kill, six, qaeda 
##  Topic 18: qaeda, suspect, kill, yemen, four 
##  Topic 19: yemen, kill, --, qaeda, attack 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.175, relative change = 8.772e-03) 
## .....................................................................................................
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## Completing Iteration 7 (approx. per word bound = -4.152, relative change = 5.520e-03) 
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## Completing Iteration 8 (approx. per word bound = -4.133, relative change = 4.495e-03) 
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## Completing Iteration 9 (approx. per word bound = -4.119, relative change = 3.504e-03) 
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## Completing Iteration 10 (approx. per word bound = -4.107, relative change = 2.836e-03) 
## Topic 1: yemen, middl, rebel, --, presid 
##  Topic 2: car, yemen, minist, escap, blast 
##  Topic 3: gunmen, secur, offici, militari, local 
##  Topic 4: kill, armi, yemen, offici, three 
##  Topic 5: yemen, --, kill, violenc, back 
##  Topic 6: clash, drone, strike, al-qaida, yemen 
##  Topic 7: --, bomb, suicid, polic, bomber 
##  Topic 8: two, yemen, kill, us, tribal 
##  Topic 9: forc, --, yemen, attack, wound 
##  Topic 10: offic, intellig, al-qaeda, kill, civilian 
##  Topic 11: soldier, kill, ambush, yemeni, yemen 
##  Topic 12: milit, --, troop, yemen, kill 
##  Topic 13: dead, fight, capit, blame, yemen 
##  Topic 14: attack, --, yemen, -yemen, kill 
##  Topic 15: aden, secur, gulf, threat, critic 
##  Topic 16: yemeni, middl, al-qa'idah, kill, armi 
##  Topic 17: yemen, six, --, five, al 
##  Topic 18: qaeda, suspect, kill, yemen, four 
##  Topic 19: yemen, kill, --, qaeda, offici 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 11 (approx. per word bound = -4.098, relative change = 2.270e-03) 
## .....................................................................................................
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## Completing Iteration 12 (approx. per word bound = -4.090, relative change = 1.825e-03) 
## .....................................................................................................
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## Completing Iteration 13 (approx. per word bound = -4.084, relative change = 1.515e-03) 
## .....................................................................................................
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## Completing Iteration 14 (approx. per word bound = -4.079, relative change = 1.334e-03) 
## .....................................................................................................
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## Completing Iteration 15 (approx. per word bound = -4.075, relative change = 1.017e-03) 
## Topic 1: yemen, middl, --, rebel, war 
##  Topic 2: car, minist, escap, yemen, defenc 
##  Topic 3: gunmen, offici, secur, militari, local 
##  Topic 4: kill, armi, yemen, three, air 
##  Topic 5: yemen, --, kill, violenc, peopl 
##  Topic 6: clash, drone, strike, al-qaida, yemen 
##  Topic 7: --, bomb, suicid, polic, bomber 
##  Topic 8: two, yemen, kill, us, tribal 
##  Topic 9: forc, --, attack, wound, yemen 
##  Topic 10: offic, intellig, al-qaeda, civilian, kill 
##  Topic 11: soldier, kill, ambush, yemeni, yemen 
##  Topic 12: milit, --, troop, kill, say 
##  Topic 13: dead, fight, capit, blame, seiz 
##  Topic 14: attack, --, -yemen, yemen, tribe 
##  Topic 15: aden, secur, gulf, threat, critic 
##  Topic 16: yemeni, middl, al-qa'idah, kill, militari 
##  Topic 17: six, yemen, al, five, -- 
##  Topic 18: qaeda, suspect, kill, yemen, four 
##  Topic 19: yemen, kill, --, polic, behind 
## .....................................................................................................
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## Completing Iteration 16 (approx. per word bound = -4.071, relative change = 7.757e-04) 
## .....................................................................................................
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## Completing Iteration 17 (approx. per word bound = -4.069, relative change = 6.332e-04) 
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## Completing Iteration 18 (approx. per word bound = -4.067, relative change = 4.495e-04) 
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## Completing Iteration 19 (approx. per word bound = -4.065, relative change = 4.471e-04) 
## .....................................................................................................
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## Completing Iteration 20 (approx. per word bound = -4.063, relative change = 4.494e-04) 
## Topic 1: yemen, middl, --, rebel, houthi 
##  Topic 2: car, bomb, minist, escap, defenc 
##  Topic 3: offici, gunmen, secur, militari, local 
##  Topic 4: kill, armi, yemen, three, air 
##  Topic 5: yemen, --, kill, peopl, violenc 
##  Topic 6: clash, drone, strike, al-qaida, fighter 
##  Topic 7: --, suicid, polic, bomb, bomber 
##  Topic 8: two, kill, us, yemen, tribal 
##  Topic 9: forc, --, attack, wound, chief 
##  Topic 10: offic, intellig, al-qaeda, civilian, kill 
##  Topic 11: soldier, kill, ambush, yemen, general 
##  Topic 12: milit, --, troop, say, kill 
##  Topic 13: dead, fight, capit, blame, shot 
##  Topic 14: attack, --, -yemen, tribe, base 
##  Topic 15: aden, secur, gulf, threat, -- 
##  Topic 16: yemeni, middl, al-qa'idah, militari, element 
##  Topic 17: six, al, five, yemen, -- 
##  Topic 18: qaeda, suspect, kill, yemen, four 
##  Topic 19: kill, yemen, --, polic, shoot 
## .....................................................................................................
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## Completing Iteration 21 (approx. per word bound = -4.061, relative change = 4.586e-04) 
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## Completing Iteration 22 (approx. per word bound = -4.060, relative change = 4.392e-04) 
## .....................................................................................................
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## Completing Iteration 23 (approx. per word bound = -4.058, relative change = 4.356e-04) 
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## Completing Iteration 24 (approx. per word bound = -4.056, relative change = 4.083e-04) 
## .....................................................................................................
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## Completing Iteration 25 (approx. per word bound = -4.055, relative change = 3.559e-04) 
## Topic 1: yemen, middl, --, rebel, houthi 
##  Topic 2: bomb, car, minist, escap, defenc 
##  Topic 3: offici, gunmen, secur, local, militari 
##  Topic 4: kill, armi, yemen, three, air 
##  Topic 5: yemen, --, kill, peopl, violenc 
##  Topic 6: clash, drone, strike, al-qaida, fighter 
##  Topic 7: --, suicid, polic, bomber, bomb 
##  Topic 8: two, us, kill, yemen, tribal 
##  Topic 9: forc, attack, --, wound, chief 
##  Topic 10: offic, intellig, al-qaeda, civilian, senior 
##  Topic 11: soldier, kill, ambush, yemen, general 
##  Topic 12: milit, --, troop, say, kill 
##  Topic 13: dead, fight, capit, armi, blame 
##  Topic 14: attack, --, -yemen, tribe, base 
##  Topic 15: aden, secur, gulf, threat, -- 
##  Topic 16: yemeni, middl, al-qa'idah, militari, element 
##  Topic 17: six, al, five, --, yemen 
##  Topic 18: qaeda, suspect, kill, yemen, four 
##  Topic 19: kill, yemen, --, polic, shoot 
## .....................................................................................................
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## Completing Iteration 26 (approx. per word bound = -4.053, relative change = 3.530e-04) 
## .....................................................................................................
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## Completing Iteration 27 (approx. per word bound = -4.052, relative change = 3.109e-04) 
## .....................................................................................................
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## Completing Iteration 28 (approx. per word bound = -4.051, relative change = 2.586e-04) 
## .....................................................................................................
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## Completing Iteration 29 (approx. per word bound = -4.050, relative change = 2.150e-04) 
## .....................................................................................................
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## Completing Iteration 30 (approx. per word bound = -4.049, relative change = 2.427e-04) 
## Topic 1: yemen, middl, --, houthi, rebel 
##  Topic 2: bomb, car, minist, escap, defenc 
##  Topic 3: offici, gunmen, secur, local, top 
##  Topic 4: kill, armi, three, yemen, air 
##  Topic 5: yemen, --, kill, peopl, violenc 
##  Topic 6: clash, drone, strike, al-qaida, fighter 
##  Topic 7: --, suicid, bomber, kill, colonel 
##  Topic 8: two, us, kill, yemen, tribal 
##  Topic 9: forc, attack, --, secur, wound 
##  Topic 10: offic, intellig, al-qaeda, civilian, senior 
##  Topic 11: soldier, kill, ambush, yemen, general 
##  Topic 12: milit, --, troop, say, kill 
##  Topic 13: dead, fight, armi, capit, blame 
##  Topic 14: attack, --, -yemen, tribe, base 
##  Topic 15: aden, gulf, secur, threat, -- 
##  Topic 16: yemeni, middl, al-qa'idah, militari, element 
##  Topic 17: six, al, five, --, yemen 
##  Topic 18: qaeda, suspect, kill, yemen, four 
##  Topic 19: kill, yemen, polic, --, shoot 
## .....................................................................................................
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## Completing Iteration 31 (approx. per word bound = -4.048, relative change = 2.684e-04) 
## .....................................................................................................
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## Completing Iteration 32 (approx. per word bound = -4.047, relative change = 2.640e-04) 
## .....................................................................................................
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## Completing Iteration 33 (approx. per word bound = -4.046, relative change = 2.455e-04) 
## .....................................................................................................
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## Completing Iteration 34 (approx. per word bound = -4.045, relative change = 2.315e-04) 
## .....................................................................................................
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## Completing Iteration 35 (approx. per word bound = -4.044, relative change = 2.514e-04) 
## Topic 1: yemen, --, middl, houthi, rebel 
##  Topic 2: bomb, car, minist, suicid, escap 
##  Topic 3: offici, gunmen, secur, local, top 
##  Topic 4: kill, armi, air, three, -- 
##  Topic 5: yemen, --, kill, peopl, violenc 
##  Topic 6: clash, drone, strike, al-qaida, fighter 
##  Topic 7: --, suicid, bomber, kill, colonel 
##  Topic 8: two, us, kill, yemen, tribal 
##  Topic 9: forc, secur, --, attack, wound 
##  Topic 10: offic, intellig, al-qaeda, civilian, senior 
##  Topic 11: soldier, kill, ambush, yemen, general 
##  Topic 12: milit, --, troop, say, kill 
##  Topic 13: dead, fight, armi, capit, blame 
##  Topic 14: attack, --, -yemen, tribe, base 
##  Topic 15: aden, gulf, secur, threat, -- 
##  Topic 16: yemeni, middl, al-qa'idah, militari, element 
##  Topic 17: six, al, five, --, yemen 
##  Topic 18: qaeda, suspect, kill, yemen, four 
##  Topic 19: kill, yemen, polic, --, shoot 
## .....................................................................................................
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## Completing Iteration 36 (approx. per word bound = -4.043, relative change = 2.814e-04) 
## .....................................................................................................
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## Completing Iteration 37 (approx. per word bound = -4.042, relative change = 2.863e-04) 
## .....................................................................................................
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## Completing Iteration 38 (approx. per word bound = -4.041, relative change = 2.203e-04) 
## .....................................................................................................
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## Completing Iteration 39 (approx. per word bound = -4.040, relative change = 1.247e-04) 
## .....................................................................................................
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## Completing Iteration 40 (approx. per word bound = -4.040, relative change = 1.144e-04) 
## Topic 1: yemen, --, middl, houthi, rebel 
##  Topic 2: bomb, suicid, car, minist, militari 
##  Topic 3: offici, gunmen, secur, local, top 
##  Topic 4: kill, armi, air, three, -- 
##  Topic 5: yemen, --, kill, peopl, violenc 
##  Topic 6: clash, drone, strike, al-qaida, fighter 
##  Topic 7: --, bomber, kill, colonel, suicid 
##  Topic 8: two, us, kill, yemen, tribal 
##  Topic 9: forc, secur, attack, --, wound 
##  Topic 10: offic, intellig, al-qaeda, civilian, senior 
##  Topic 11: soldier, ambush, kill, yemen, general 
##  Topic 12: milit, --, troop, say, kill 
##  Topic 13: dead, armi, fight, capit, blame 
##  Topic 14: attack, --, -yemen, tribe, base 
##  Topic 15: aden, gulf, secur, threat, -- 
##  Topic 16: yemeni, middl, al-qa'idah, militari, element 
##  Topic 17: six, al, five, --, yemen 
##  Topic 18: qaeda, suspect, kill, yemen, four 
##  Topic 19: kill, yemen, polic, --, rampag 
## .....................................................................................................
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## Completing Iteration 41 (approx. per word bound = -4.039, relative change = 1.253e-04) 
## .....................................................................................................
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## Completing Iteration 42 (approx. per word bound = -4.039, relative change = 1.305e-04) 
## .....................................................................................................
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## Completing Iteration 43 (approx. per word bound = -4.038, relative change = 1.287e-04) 
## .....................................................................................................
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## Completing Iteration 44 (approx. per word bound = -4.038, relative change = 1.432e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 45 (approx. per word bound = -4.037, relative change = 1.744e-04) 
## Topic 1: yemen, --, middl, houthi, rebel 
##  Topic 2: bomb, suicid, car, militari, minist 
##  Topic 3: offici, gunmen, secur, local, top 
##  Topic 4: kill, armi, air, --, raid 
##  Topic 5: yemen, --, kill, violenc, peopl 
##  Topic 6: clash, drone, strike, al-qaida, fighter 
##  Topic 7: --, bomber, kill, colonel, palac 
##  Topic 8: two, us, kill, yemen, tribal 
##  Topic 9: forc, secur, attack, three, wound 
##  Topic 10: offic, intellig, al-qaeda, civilian, senior 
##  Topic 11: soldier, ambush, kill, general, yemen 
##  Topic 12: milit, --, troop, say, kill 
##  Topic 13: dead, armi, fight, capit, blame 
##  Topic 14: attack, --, -yemen, tribe, base 
##  Topic 15: aden, gulf, secur, threat, -- 
##  Topic 16: yemeni, middl, al-qa'idah, militari, element 
##  Topic 17: six, al, five, --, yemen 
##  Topic 18: qaeda, suspect, kill, yemen, four 
##  Topic 19: kill, yemen, polic, --, rampag 
## .....................................................................................................
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## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -4.036, relative change = 2.147e-04) 
## .....................................................................................................
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## Completing Iteration 47 (approx. per word bound = -4.035, relative change = 2.469e-04) 
## .....................................................................................................
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## Completing Iteration 48 (approx. per word bound = -4.034, relative change = 2.188e-04) 
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## Completing Iteration 49 (approx. per word bound = -4.034, relative change = 2.009e-04) 
## .....................................................................................................
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## Completing Iteration 50 (approx. per word bound = -4.033, relative change = 1.986e-04) 
## Topic 1: yemen, --, middl, houthi, rebel 
##  Topic 2: bomb, suicid, car, militari, minist 
##  Topic 3: offici, gunmen, secur, local, top 
##  Topic 4: kill, armi, air, --, raid 
##  Topic 5: yemen, --, kill, violenc, peopl 
##  Topic 6: clash, drone, strike, al-qaida, fighter 
##  Topic 7: --, bomber, kill, colonel, palac 
##  Topic 8: two, us, kill, yemen, tribal 
##  Topic 9: forc, secur, three, attack, wound 
##  Topic 10: offic, intellig, al-qaeda, civilian, senior 
##  Topic 11: soldier, ambush, kill, general, -al 
##  Topic 12: milit, --, troop, say, al-qaida 
##  Topic 13: dead, armi, fight, capit, yemen 
##  Topic 14: attack, --, -yemen, tribe, base 
##  Topic 15: aden, gulf, secur, threat, -- 
##  Topic 16: yemeni, middl, al-qa'idah, militari, element 
##  Topic 17: six, al, --, five, yemen 
##  Topic 18: qaeda, suspect, kill, yemen, four 
##  Topic 19: kill, yemen, polic, --, rampag 
## .....................................................................................................
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## Completing Iteration 51 (approx. per word bound = -4.032, relative change = 1.863e-04) 
## .....................................................................................................
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## Completing Iteration 52 (approx. per word bound = -4.031, relative change = 2.134e-04) 
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## Completing Iteration 53 (approx. per word bound = -4.030, relative change = 2.270e-04) 
## .....................................................................................................
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## Completing Iteration 54 (approx. per word bound = -4.029, relative change = 1.971e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 55 (approx. per word bound = -4.029, relative change = 1.566e-04) 
## Topic 1: yemen, middl, --, houthi, rebel 
##  Topic 2: bomb, suicid, car, bomber, militari 
##  Topic 3: offici, gunmen, secur, local, top 
##  Topic 4: kill, armi, air, --, raid 
##  Topic 5: yemen, --, kill, violenc, peopl 
##  Topic 6: clash, drone, strike, al-qaida, fighter 
##  Topic 7: --, kill, colonel, palac, presidenti 
##  Topic 8: two, us, kill, yemen, tribal 
##  Topic 9: forc, secur, three, attack, wound 
##  Topic 10: offic, intellig, al-qaeda, senior, civilian 
##  Topic 11: soldier, kill, ambush, general, -al 
##  Topic 12: milit, --, troop, say, al-qaida 
##  Topic 13: dead, armi, fight, capit, yemen 
##  Topic 14: attack, --, -yemen, tribe, base 
##  Topic 15: aden, gulf, secur, threat, -- 
##  Topic 16: yemeni, middl, al-qa'idah, militari, element 
##  Topic 17: six, al, --, five, yemen 
##  Topic 18: qaeda, suspect, kill, yemen, four 
##  Topic 19: kill, yemen, polic, --, rampag 
## .....................................................................................................
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## Completing Iteration 56 (approx. per word bound = -4.028, relative change = 1.256e-04) 
## .....................................................................................................
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## Completing Iteration 57 (approx. per word bound = -4.028, relative change = 1.197e-04) 
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## Completing Iteration 58 (approx. per word bound = -4.027, relative change = 1.341e-04) 
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## Completing Iteration 59 (approx. per word bound = -4.027, relative change = 1.254e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 60 (approx. per word bound = -4.026, relative change = 1.217e-04) 
## Topic 1: yemen, middl, --, houthi, rebel 
##  Topic 2: bomb, suicid, car, bomber, militari 
##  Topic 3: offici, gunmen, secur, local, top 
##  Topic 4: kill, armi, air, --, raid 
##  Topic 5: yemen, --, kill, violenc, peopl 
##  Topic 6: clash, drone, strike, fighter, yemen 
##  Topic 7: --, kill, colonel, palac, presidenti 
##  Topic 8: two, us, kill, yemen, tribal 
##  Topic 9: forc, secur, three, attack, wound 
##  Topic 10: offic, intellig, al-qaeda, senior, gun 
##  Topic 11: soldier, kill, ambush, general, -al 
##  Topic 12: milit, --, troop, say, al-qaida 
##  Topic 13: dead, armi, fight, capit, yemen 
##  Topic 14: attack, --, -yemen, civilian, tribe 
##  Topic 15: aden, gulf, secur, threat, -- 
##  Topic 16: yemeni, middl, al-qa'idah, militari, element 
##  Topic 17: six, al, --, five, yemen 
##  Topic 18: qaeda, suspect, kill, yemen, four 
##  Topic 19: kill, yemen, polic, --, rampag 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 61 (approx. per word bound = -4.026, relative change = 9.677e-05) 
## .....................................................................................................
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## Completing Iteration 62 (approx. per word bound = -4.026, relative change = 8.782e-05) 
## .....................................................................................................
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## Completing Iteration 63 (approx. per word bound = -4.025, relative change = 1.079e-04) 
## .....................................................................................................
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## Completing Iteration 64 (approx. per word bound = -4.025, relative change = 1.430e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 65 (approx. per word bound = -4.024, relative change = 1.841e-04) 
## Topic 1: yemen, middl, --, houthi, rebel 
##  Topic 2: bomb, suicid, car, bomber, militari 
##  Topic 3: offici, gunmen, secur, local, top 
##  Topic 4: kill, armi, air, --, raid 
##  Topic 5: yemen, --, kill, violenc, peopl 
##  Topic 6: clash, drone, strike, yemen, fighter 
##  Topic 7: --, kill, colonel, palac, presidenti 
##  Topic 8: two, us, kill, yemen, tribal 
##  Topic 9: forc, three, secur, attack, wound 
##  Topic 10: offic, intellig, al-qaeda, senior, gun 
##  Topic 11: soldier, kill, ambush, general, -al 
##  Topic 12: milit, --, troop, say, al-qaida 
##  Topic 13: dead, armi, fight, capit, yemen 
##  Topic 14: attack, --, -yemen, civilian, tribe 
##  Topic 15: aden, gulf, secur, threat, -- 
##  Topic 16: yemeni, middl, al-qa'idah, militari, element 
##  Topic 17: six, --, al, five, qaeda 
##  Topic 18: qaeda, suspect, kill, yemen, four 
##  Topic 19: kill, yemen, polic, --, rampag 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 66 (approx. per word bound = -4.023, relative change = 1.606e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 67 (approx. per word bound = -4.023, relative change = 1.345e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 68 (approx. per word bound = -4.022, relative change = 1.116e-04) 
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## Completing Iteration 69 (approx. per word bound = -4.022, relative change = 1.326e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 70 (approx. per word bound = -4.021, relative change = 1.274e-04) 
## Topic 1: yemen, middl, --, houthi, rebel 
##  Topic 2: bomb, suicid, militari, car, bomber 
##  Topic 3: offici, gunmen, secur, local, top 
##  Topic 4: kill, armi, air, --, raid 
##  Topic 5: yemen, --, kill, violenc, peopl 
##  Topic 6: clash, drone, strike, yemen, fighter 
##  Topic 7: --, kill, colonel, spark, aveng 
##  Topic 8: two, us, kill, yemen, tribal 
##  Topic 9: forc, three, secur, attack, wound 
##  Topic 10: offic, intellig, al-qaeda, senior, gun 
##  Topic 11: soldier, kill, ambush, general, -al 
##  Topic 12: milit, --, troop, al-qaida, say 
##  Topic 13: dead, armi, fight, capit, yemen 
##  Topic 14: attack, --, -yemen, civilian, tribe 
##  Topic 15: aden, gulf, secur, threat, -- 
##  Topic 16: yemeni, middl, al-qa'idah, militari, element 
##  Topic 17: six, --, al, five, qaeda 
##  Topic 18: qaeda, suspect, kill, yemen, ministri 
##  Topic 19: kill, yemen, polic, --, rampag 
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## Completing Iteration 71 (approx. per word bound = -4.021, relative change = 7.393e-05) 
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## Completing Iteration 75 (approx. per word bound = -4.019, relative change = 1.210e-04) 
## Topic 1: yemen, middl, --, houthi, rebel 
##  Topic 2: bomb, suicid, militari, car, bomber 
##  Topic 3: offici, gunmen, secur, local, unidentifi 
##  Topic 4: kill, armi, --, air, raid 
##  Topic 5: yemen, --, kill, violenc, peopl 
##  Topic 6: clash, drone, strike, yemen, fighter 
##  Topic 7: --, kill, colonel, spark, aveng 
##  Topic 8: two, us, kill, yemen, tribal 
##  Topic 9: forc, three, secur, attack, wound 
##  Topic 10: offic, intellig, al-qaeda, senior, gun 
##  Topic 11: soldier, kill, ambush, general, -al 
##  Topic 12: milit, --, troop, al-qaida, say 
##  Topic 13: dead, armi, fight, capit, yemen 
##  Topic 14: attack, --, -yemen, civilian, tribe 
##  Topic 15: aden, gulf, secur, --, threat 
##  Topic 16: yemeni, middl, al-qa'idah, militari, element 
##  Topic 17: six, --, al, five, qaeda 
##  Topic 18: qaeda, suspect, kill, yemen, ministri 
##  Topic 19: kill, yemen, polic, --, rampag 
## .....................................................................................................
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## Completing Iteration 76 (approx. per word bound = -4.019, relative change = 1.017e-04) 
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## Completing Iteration 80 (approx. per word bound = -4.018, relative change = 4.628e-05) 
## Topic 1: yemen, middl, --, houthi, rebel 
##  Topic 2: bomb, suicid, militari, car, bomber 
##  Topic 3: offici, gunmen, secur, local, unidentifi 
##  Topic 4: kill, armi, --, air, raid 
##  Topic 5: yemen, --, kill, violenc, peopl 
##  Topic 6: clash, drone, strike, yemen, fighter 
##  Topic 7: --, kill, colonel, aveng, nephew 
##  Topic 8: two, us, kill, yemen, tribal 
##  Topic 9: forc, three, secur, attack, wound 
##  Topic 10: offic, intellig, al-qaeda, senior, gun 
##  Topic 11: soldier, kill, ambush, general, -al 
##  Topic 12: milit, --, troop, al-qaida, say 
##  Topic 13: dead, armi, fight, capit, yemen 
##  Topic 14: attack, --, -yemen, civilian, tribe 
##  Topic 15: aden, gulf, secur, --, threat 
##  Topic 16: yemeni, middl, al-qa'idah, militari, element 
##  Topic 17: --, six, al, five, qaeda 
##  Topic 18: qaeda, suspect, kill, yemen, ministri 
##  Topic 19: kill, yemen, polic, --, rampag 
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## Completing Iteration 81 (approx. per word bound = -4.018, relative change = 3.922e-05) 
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## Completing Iteration 85 (approx. per word bound = -4.017, relative change = 3.658e-05) 
## Topic 1: yemen, middl, --, houthi, central 
##  Topic 2: bomb, suicid, militari, bomber, car 
##  Topic 3: offici, gunmen, secur, local, unidentifi 
##  Topic 4: kill, armi, --, air, raid 
##  Topic 5: yemen, --, kill, violenc, peopl 
##  Topic 6: clash, drone, strike, yemen, fighter 
##  Topic 7: --, kill, colonel, spark, aveng 
##  Topic 8: two, us, kill, yemen, tribal 
##  Topic 9: three, forc, secur, attack, wound 
##  Topic 10: offic, intellig, al-qaeda, senior, gun 
##  Topic 11: soldier, kill, ambush, general, -al 
##  Topic 12: milit, --, troop, al-qaida, say 
##  Topic 13: dead, armi, fight, capit, yemen 
##  Topic 14: attack, --, -yemen, civilian, tribe 
##  Topic 15: aden, gulf, secur, --, threat 
##  Topic 16: yemeni, middl, al-qa'idah, militari, element 
##  Topic 17: --, six, al, five, qaeda 
##  Topic 18: qaeda, suspect, kill, yemen, ministri 
##  Topic 19: kill, yemen, polic, --, colonel 
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## Completing Iteration 86 (approx. per word bound = -4.017, relative change = 3.728e-05) 
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## Completing Iteration 90 (approx. per word bound = -4.016, relative change = 2.973e-05) 
## Topic 1: yemen, middl, --, houthi, central 
##  Topic 2: bomb, suicid, militari, bomber, car 
##  Topic 3: offici, gunmen, secur, local, unidentifi 
##  Topic 4: kill, armi, --, air, raid 
##  Topic 5: yemen, --, kill, violenc, peopl 
##  Topic 6: clash, drone, strike, yemen, fighter 
##  Topic 7: --, kill, colonel, spark, aveng 
##  Topic 8: two, us, kill, yemen, tribal 
##  Topic 9: three, forc, secur, attack, wound 
##  Topic 10: offic, intellig, al-qaeda, senior, gun 
##  Topic 11: soldier, kill, ambush, general, -al 
##  Topic 12: milit, --, troop, al-qaida, say 
##  Topic 13: dead, armi, fight, yemen, capit 
##  Topic 14: attack, --, -yemen, civilian, tribe 
##  Topic 15: aden, gulf, secur, --, threat 
##  Topic 16: yemeni, middl, al-qa'idah, militari, element 
##  Topic 17: --, six, al, five, qaeda 
##  Topic 18: qaeda, suspect, kill, yemen, ministri 
##  Topic 19: yemen, kill, polic, --, colonel 
## .....................................................................................................
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## Completing Iteration 91 (approx. per word bound = -4.016, relative change = 3.188e-05) 
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## Completing Iteration 95 (approx. per word bound = -4.016, relative change = 5.348e-05) 
## Topic 1: yemen, middl, --, houthi, central 
##  Topic 2: bomb, suicid, militari, bomber, car 
##  Topic 3: offici, gunmen, secur, local, unidentifi 
##  Topic 4: kill, armi, --, air, raid 
##  Topic 5: yemen, --, kill, violenc, peopl 
##  Topic 6: clash, drone, strike, yemen, fighter 
##  Topic 7: --, kill, aveng, nephew, spark 
##  Topic 8: two, us, kill, yemen, tribal 
##  Topic 9: three, forc, secur, attack, wound 
##  Topic 10: offic, intellig, al-qaeda, senior, gun 
##  Topic 11: soldier, kill, ambush, general, clash 
##  Topic 12: milit, --, troop, al-qaida, say 
##  Topic 13: dead, armi, fight, yemen, capit 
##  Topic 14: attack, --, -yemen, civilian, tribe 
##  Topic 15: aden, gulf, secur, --, threat 
##  Topic 16: yemeni, middl, al-qa'idah, militari, element 
##  Topic 17: --, six, al, five, qaeda 
##  Topic 18: qaeda, suspect, kill, ministri, four 
##  Topic 19: yemen, kill, polic, --, colonel 
## .....................................................................................................
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## Completing Iteration 96 (approx. per word bound = -4.015, relative change = 4.957e-05) 
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## Completing Iteration 97 (approx. per word bound = -4.015, relative change = 4.940e-05) 
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## Completing Iteration 100 (approx. per word bound = -4.015, relative change = 5.498e-05) 
## Topic 1: yemen, middl, --, houthi, central 
##  Topic 2: bomb, suicid, militari, bomber, car 
##  Topic 3: offici, gunmen, secur, local, unidentifi 
##  Topic 4: kill, armi, --, air, raid 
##  Topic 5: yemen, --, kill, violenc, peopl 
##  Topic 6: clash, drone, strike, yemen, fighter 
##  Topic 7: --, kill, aveng, nephew, spark 
##  Topic 8: two, us, kill, yemen, tribal 
##  Topic 9: three, forc, secur, attack, wound 
##  Topic 10: offic, intellig, al-qaeda, senior, gun 
##  Topic 11: soldier, kill, ambush, clash, general 
##  Topic 12: milit, --, troop, al-qaida, say 
##  Topic 13: dead, armi, fight, yemen, capit 
##  Topic 14: attack, --, -yemen, civilian, tribe 
##  Topic 15: aden, gulf, secur, --, threat 
##  Topic 16: yemeni, middl, al-qa'idah, militari, element 
##  Topic 17: --, six, al, five, qaeda 
##  Topic 18: qaeda, suspect, kill, ministri, four 
##  Topic 19: yemen, kill, polic, --, colonel 
## .....................................................................................................
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## Completing Iteration 101 (approx. per word bound = -4.014, relative change = 6.529e-05) 
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## Completing Iteration 105 (approx. per word bound = -4.013, relative change = 4.752e-05) 
## Topic 1: yemen, middl, --, houthi, central 
##  Topic 2: bomb, suicid, militari, bomber, car 
##  Topic 3: offici, gunmen, secur, local, unidentifi 
##  Topic 4: kill, armi, --, air, raid 
##  Topic 5: yemen, --, kill, peopl, violenc 
##  Topic 6: drone, clash, strike, yemen, kill 
##  Topic 7: --, kill, aveng, nephew, spark 
##  Topic 8: two, us, kill, yemen, tribal 
##  Topic 9: three, forc, secur, attack, wound 
##  Topic 10: offic, intellig, al-qaeda, senior, gun 
##  Topic 11: soldier, kill, ambush, clash, general 
##  Topic 12: milit, --, troop, al-qaida, say 
##  Topic 13: dead, armi, fight, yemen, capit 
##  Topic 14: attack, --, -yemen, civilian, tribe 
##  Topic 15: aden, gulf, secur, --, threat 
##  Topic 16: yemeni, middl, al-qa'idah, militari, element 
##  Topic 17: --, six, al, five, qaeda 
##  Topic 18: qaeda, suspect, kill, ministri, four 
##  Topic 19: yemen, kill, --, polic, colonel 
## .....................................................................................................
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## Completing Iteration 106 (approx. per word bound = -4.013, relative change = 5.312e-05) 
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## Completing Iteration 107 (approx. per word bound = -4.013, relative change = 5.894e-05) 
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## Completing Iteration 108 (approx. per word bound = -4.013, relative change = 6.187e-05) 
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## Completing Iteration 109 (approx. per word bound = -4.012, relative change = 6.315e-05) 
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## Completing Iteration 110 (approx. per word bound = -4.012, relative change = 6.551e-05) 
## Topic 1: yemen, middl, --, houthi, central 
##  Topic 2: bomb, suicid, militari, bomber, car 
##  Topic 3: offici, gunmen, secur, local, unidentifi 
##  Topic 4: kill, armi, --, air, raid 
##  Topic 5: yemen, --, kill, peopl, violenc 
##  Topic 6: drone, clash, strike, yemen, kill 
##  Topic 7: --, kill, aveng, nephew, spark 
##  Topic 8: two, us, kill, yemen, tribal 
##  Topic 9: three, forc, secur, attack, wound 
##  Topic 10: offic, intellig, al-qaeda, senior, gun 
##  Topic 11: soldier, kill, ambush, clash, general 
##  Topic 12: milit, --, troop, al-qaida, say 
##  Topic 13: dead, armi, fight, yemen, capit 
##  Topic 14: attack, --, -yemen, civilian, tribe 
##  Topic 15: aden, secur, gulf, --, threat 
##  Topic 16: yemeni, middl, al-qa'idah, militari, armi 
##  Topic 17: --, six, al, five, qaeda 
##  Topic 18: qaeda, suspect, kill, ministri, four 
##  Topic 19: yemen, kill, --, polic, colonel 
## .....................................................................................................
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## Completing Iteration 111 (approx. per word bound = -4.012, relative change = 6.563e-05) 
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## Completing Iteration 114 (approx. per word bound = -4.011, relative change = 9.384e-05) 
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## Completing Iteration 115 (approx. per word bound = -4.011, relative change = 7.031e-05) 
## Topic 1: yemen, middl, --, houthi, central 
##  Topic 2: bomb, suicid, militari, bomber, car 
##  Topic 3: offici, gunmen, secur, local, unidentifi 
##  Topic 4: kill, armi, --, air, raid 
##  Topic 5: yemen, --, kill, peopl, violenc 
##  Topic 6: drone, strike, clash, yemen, kill 
##  Topic 7: --, kill, spark, aveng, nephew 
##  Topic 8: two, us, kill, yemen, -- 
##  Topic 9: three, forc, secur, attack, wound 
##  Topic 10: offic, intellig, al-qaeda, senior, gun 
##  Topic 11: soldier, kill, ambush, clash, general 
##  Topic 12: milit, --, troop, al-qaida, say 
##  Topic 13: dead, armi, fight, yemen, capit 
##  Topic 14: attack, --, -yemen, civilian, tribe 
##  Topic 15: aden, secur, gulf, --, threat 
##  Topic 16: yemeni, middl, al-qa'idah, militari, armi 
##  Topic 17: --, six, al, five, qaeda 
##  Topic 18: qaeda, suspect, kill, ministri, four 
##  Topic 19: yemen, kill, --, polic, colonel 
## .....................................................................................................
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## Completing Iteration 116 (approx. per word bound = -4.010, relative change = 7.207e-05) 
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## Completing Iteration 117 (approx. per word bound = -4.010, relative change = 6.869e-05) 
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## Completing Iteration 118 (approx. per word bound = -4.010, relative change = 5.695e-05) 
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## Completing Iteration 119 (approx. per word bound = -4.010, relative change = 5.001e-05) 
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## Completing Iteration 120 (approx. per word bound = -4.009, relative change = 4.771e-05) 
## Topic 1: yemen, middl, --, houthi, central 
##  Topic 2: bomb, suicid, militari, bomber, car 
##  Topic 3: offici, gunmen, secur, local, al-mukalla 
##  Topic 4: kill, armi, --, air, raid 
##  Topic 5: yemen, kill, --, peopl, violenc 
##  Topic 6: drone, strike, clash, yemen, kill 
##  Topic 7: --, kill, spark, aveng, nephew 
##  Topic 8: two, us, kill, yemen, -- 
##  Topic 9: three, forc, secur, attack, wound 
##  Topic 10: offic, intellig, al-qaeda, senior, gun 
##  Topic 11: soldier, kill, clash, ambush, general 
##  Topic 12: milit, --, troop, al-qaida, say 
##  Topic 13: dead, armi, fight, yemen, capit 
##  Topic 14: attack, --, -yemen, tribe, civilian 
##  Topic 15: aden, gulf, secur, --, threat 
##  Topic 16: yemeni, middl, al-qa'idah, armi, militari 
##  Topic 17: --, six, al, five, qaeda 
##  Topic 18: qaeda, suspect, kill, ministri, four 
##  Topic 19: yemen, kill, --, polic, colonel 
## .....................................................................................................
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## Completing Iteration 121 (approx. per word bound = -4.009, relative change = 4.666e-05) 
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## Completing Iteration 122 (approx. per word bound = -4.009, relative change = 4.482e-05) 
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## Completing Iteration 123 (approx. per word bound = -4.009, relative change = 4.388e-05) 
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## Completing Iteration 124 (approx. per word bound = -4.009, relative change = 4.342e-05) 
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## Completing Iteration 125 (approx. per word bound = -4.008, relative change = 4.399e-05) 
## Topic 1: yemen, middl, --, houthi, central 
##  Topic 2: bomb, suicid, militari, bomber, car 
##  Topic 3: offici, gunmen, secur, local, shoot 
##  Topic 4: kill, armi, --, air, raid 
##  Topic 5: yemen, kill, --, peopl, violenc 
##  Topic 6: drone, strike, yemen, clash, kill 
##  Topic 7: --, kill, spark, aveng, nephew 
##  Topic 8: two, us, kill, yemen, -- 
##  Topic 9: three, forc, secur, attack, wound 
##  Topic 10: offic, intellig, al-qaeda, senior, gun 
##  Topic 11: soldier, kill, clash, ambush, general 
##  Topic 12: milit, --, al-qaida, troop, say 
##  Topic 13: dead, armi, fight, yemen, capit 
##  Topic 14: attack, --, -yemen, tribe, civilian 
##  Topic 15: aden, gulf, secur, --, threat 
##  Topic 16: yemeni, middl, al-qa'idah, armi, militari 
##  Topic 17: --, six, al, five, qaeda 
##  Topic 18: qaeda, suspect, kill, ministri, four 
##  Topic 19: yemen, kill, --, polic, colonel 
## .....................................................................................................
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## Completing Iteration 126 (approx. per word bound = -4.008, relative change = 4.529e-05) 
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## Completing Iteration 127 (approx. per word bound = -4.008, relative change = 4.860e-05) 
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## Completing Iteration 128 (approx. per word bound = -4.008, relative change = 5.181e-05) 
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## Completing Iteration 129 (approx. per word bound = -4.008, relative change = 5.543e-05) 
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## Completing Iteration 130 (approx. per word bound = -4.007, relative change = 5.252e-05) 
## Topic 1: yemen, middl, --, houthi, central 
##  Topic 2: bomb, suicid, militari, bomber, car 
##  Topic 3: offici, gunmen, secur, local, airport 
##  Topic 4: kill, armi, --, air, raid 
##  Topic 5: yemen, kill, --, peopl, violenc 
##  Topic 6: drone, strike, yemen, clash, kill 
##  Topic 7: --, kill, spark, aveng, nephew 
##  Topic 8: two, us, kill, yemen, -- 
##  Topic 9: three, forc, secur, attack, wound 
##  Topic 10: offic, intellig, al-qaeda, senior, gun 
##  Topic 11: soldier, clash, kill, ambush, general 
##  Topic 12: milit, --, al-qaida, troop, say 
##  Topic 13: dead, armi, fight, yemen, capit 
##  Topic 14: attack, --, -yemen, tribe, civilian 
##  Topic 15: aden, gulf, secur, --, threat 
##  Topic 16: yemeni, middl, al-qa'idah, armi, militari 
##  Topic 17: --, six, al, five, qaeda 
##  Topic 18: qaeda, suspect, kill, four, ministri 
##  Topic 19: yemen, kill, --, polic, colonel 
## .....................................................................................................
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## Completing Iteration 131 (approx. per word bound = -4.007, relative change = 4.900e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 132 (approx. per word bound = -4.007, relative change = 4.997e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 133 (approx. per word bound = -4.007, relative change = 5.473e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 134 (approx. per word bound = -4.007, relative change = 6.484e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 135 (approx. per word bound = -4.006, relative change = 8.006e-05) 
## Topic 1: yemen, middl, --, houthi, central 
##  Topic 2: bomb, suicid, militari, bomber, car 
##  Topic 3: offici, gunmen, secur, local, airport 
##  Topic 4: kill, armi, --, air, raid 
##  Topic 5: yemen, kill, --, peopl, violenc 
##  Topic 6: drone, strike, yemen, kill, clash 
##  Topic 7: --, kill, spark, aveng, nephew 
##  Topic 8: two, us, kill, --, yemen 
##  Topic 9: three, forc, secur, attack, wound 
##  Topic 10: offic, intellig, al-qaeda, senior, gun 
##  Topic 11: soldier, clash, kill, ambush, general 
##  Topic 12: milit, al-qaida, --, say, troop 
##  Topic 13: dead, armi, fight, yemen, capit 
##  Topic 14: attack, --, -yemen, tribe, base 
##  Topic 15: aden, gulf, secur, --, threat 
##  Topic 16: yemeni, middl, al-qa'idah, armi, militari 
##  Topic 17: --, six, al, five, qaeda 
##  Topic 18: qaeda, suspect, kill, four, ministri 
##  Topic 19: yemen, kill, --, polic, colonel 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 136 (approx. per word bound = -4.006, relative change = 1.025e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 137 (approx. per word bound = -4.005, relative change = 1.081e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 138 (approx. per word bound = -4.005, relative change = 7.671e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 139 (approx. per word bound = -4.005, relative change = 6.138e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 140 (approx. per word bound = -4.005, relative change = 5.344e-05) 
## Topic 1: yemen, --, middl, houthi, central 
##  Topic 2: bomb, suicid, militari, bomber, car 
##  Topic 3: offici, gunmen, secur, local, airport 
##  Topic 4: kill, armi, --, air, raid 
##  Topic 5: yemen, kill, --, peopl, violenc 
##  Topic 6: drone, yemen, strike, kill, clash 
##  Topic 7: --, kill, spark, aveng, nephew 
##  Topic 8: two, us, kill, --, yemen 
##  Topic 9: three, forc, secur, attack, wound 
##  Topic 10: offic, intellig, al-qaeda, senior, gun 
##  Topic 11: soldier, clash, kill, ambush, general 
##  Topic 12: milit, al-qaida, --, say, troop 
##  Topic 13: dead, armi, yemen, fight, blame 
##  Topic 14: attack, --, -yemen, tribe, base 
##  Topic 15: aden, gulf, secur, --, threat 
##  Topic 16: yemeni, middl, al-qa'idah, armi, element 
##  Topic 17: --, six, al, five, qaeda 
##  Topic 18: qaeda, suspect, kill, four, ministri 
##  Topic 19: yemen, kill, --, polic, colonel 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 141 (approx. per word bound = -4.004, relative change = 3.906e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 142 (approx. per word bound = -4.004, relative change = 2.130e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ....................
##   Recovering initialization...
##      ......
## Initialization complete.
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.855) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.535, relative change = 6.596e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.344, relative change = 4.201e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.248, relative change = 2.212e-02) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.189, relative change = 1.388e-02) 
## Topic 1: yemen, --, presid, alert, kill 
##  Topic 2: middl, yemen, --, aden, citi 
##  Topic 3: clash, bomb, six, ambush, kill 
##  Topic 4: yemeni, yemen, air, raid, -- 
##  Topic 5: kill, --, four, blast, blame 
##  Topic 6: kill, gunmen, offici, strike, yemen 
##  Topic 7: --, milit, soldier, kill, five 
##  Topic 8: three, yemen, kill, two, abyan 
##  Topic 9: --, al-qa'idah, middl, kill, element 
##  Topic 10: say, yemen, chief, anti-qaeda, dead 
##  Topic 11: yemen, drone, us, armi, al-qaeda 
##  Topic 12: --, kill, sanaa, capit, tribesmen 
##  Topic 13: qaeda, kill, offici, al, local 
##  Topic 14: --, yemen, armi, troop, kill 
##  Topic 15: secur, --, aden, gulf, threat 
##  Topic 16: yemen, attack, two, kill, suicid 
##  Topic 17: suspect, yemen, --, forc, troop 
##  Topic 18: yemen, militari, polic, dead, us 
##  Topic 19: offic, --, yemen, intellig, middl 
##  Topic 20: --, yemen, peopl, four, kill 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.148, relative change = 9.898e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.120, relative change = 6.719e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.102, relative change = 4.463e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.087, relative change = 3.524e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.075, relative change = 2.906e-03) 
## Topic 1: --, yemen, presid, hadi, rebel 
##  Topic 2: --, citi, yemen, one, seiz 
##  Topic 3: clash, bomb, six, ambush, kill 
##  Topic 4: yemeni, air, yemen, forc, raid 
##  Topic 5: --, kill, four, blast, blame 
##  Topic 6: kill, offici, gunmen, strike, yemen 
##  Topic 7: --, milit, soldier, kill, five 
##  Topic 8: three, yemen, kill, abyan, al 
##  Topic 9: middl, al-qa'idah, --, kill, yemeni 
##  Topic 10: al-qaida, say, yemen, chief, fight 
##  Topic 11: drone, yemen, us, al-qaeda, tribal 
##  Topic 12: --, sanaa, capit, kill, shell 
##  Topic 13: qaeda, kill, yemen, al, local 
##  Topic 14: armi, --, yemen, troop, -yemen 
##  Topic 15: secur, --, aden, gulf, threat 
##  Topic 16: attack, yemen, two, kill, soldier 
##  Topic 17: suspect, yemen, --, troop, kill 
##  Topic 18: yemen, dead, militari, polic, civilian 
##  Topic 19: offic, --, intellig, yemen, senior 
##  Topic 20: --, yemen, peopl, kill, violenc 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.066, relative change = 2.223e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.060, relative change = 1.635e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.055, relative change = 1.223e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.050, relative change = 1.045e-03) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.047, relative change = 9.093e-04) 
## Topic 1: --, yemen, rebel, presid, saudi 
##  Topic 2: --, citi, seiz, yemen, one 
##  Topic 3: clash, bomb, six, ambush, kill 
##  Topic 4: yemeni, air, forc, raid, -- 
##  Topic 5: --, four, kill, blast, al 
##  Topic 6: kill, offici, gunmen, strike, yemen 
##  Topic 7: --, milit, soldier, kill, yemen 
##  Topic 8: three, yemen, kill, al, abyan 
##  Topic 9: middl, al-qa'idah, yemeni, --, kill 
##  Topic 10: al-qaida, say, town, yemen, fight 
##  Topic 11: drone, yemen, us, al-qaeda, tribal 
##  Topic 12: --, sanaa, shell, capit, tribesmen 
##  Topic 13: qaeda, kill, yemen, local, al 
##  Topic 14: armi, --, yemen, troop, -yemen 
##  Topic 15: secur, --, aden, gulf, threat 
##  Topic 16: attack, yemen, two, soldier, kill 
##  Topic 17: suspect, yemen, --, troop, al-qaeda 
##  Topic 18: yemen, dead, polic, militari, civilian 
##  Topic 19: offic, --, intellig, yemen, senior 
##  Topic 20: --, yemen, kill, peopl, violenc 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -4.044, relative change = 7.602e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -4.041, relative change = 7.242e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -4.038, relative change = 6.940e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -4.035, relative change = 7.698e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.032, relative change = 7.994e-04) 
## Topic 1: --, rebel, yemen, presid, shiit 
##  Topic 2: --, citi, gunmen, seiz, yemen 
##  Topic 3: clash, bomb, six, ambush, kill 
##  Topic 4: yemeni, air, forc, raid, -- 
##  Topic 5: --, four, kill, blast, zinjibar 
##  Topic 6: kill, offici, strike, gunmen, yemen 
##  Topic 7: --, milit, kill, soldier, yemen 
##  Topic 8: three, al, yemen, kill, abyan 
##  Topic 9: middl, al-qa'idah, yemeni, --, kill 
##  Topic 10: al-qaida, say, town, fight, chief 
##  Topic 11: drone, yemen, us, al-qaeda, tribal 
##  Topic 12: --, sanaa, shell, capit, tribesmen 
##  Topic 13: qaeda, kill, yemen, local, policeman 
##  Topic 14: armi, --, yemen, -yemen, troop 
##  Topic 15: secur, --, aden, gulf, threat 
##  Topic 16: attack, soldier, yemen, two, -- 
##  Topic 17: suspect, yemen, --, troop, al-qaeda 
##  Topic 18: yemen, dead, polic, militari, civilian 
##  Topic 19: offic, --, intellig, yemen, gunmen 
##  Topic 20: --, yemen, kill, peopl, violenc 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.029, relative change = 7.303e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -4.026, relative change = 6.801e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -4.024, relative change = 5.748e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -4.021, relative change = 5.526e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -4.019, relative change = 6.208e-04) 
## Topic 1: --, rebel, yemen, presid, shiit 
##  Topic 2: --, citi, gunmen, seiz, yemen 
##  Topic 3: clash, bomb, six, ambush, kill 
##  Topic 4: yemeni, air, forc, raid, -- 
##  Topic 5: --, four, kill, blast, zinjibar 
##  Topic 6: kill, offici, gunmen, strike, yemen 
##  Topic 7: --, milit, kill, yemen, soldier 
##  Topic 8: three, al, yemen, kill, abyan 
##  Topic 9: middl, al-qa'idah, yemeni, --, kill 
##  Topic 10: al-qaida, say, town, fight, chief 
##  Topic 11: drone, yemen, us, strike, tribal 
##  Topic 12: --, sanaa, shell, milit, tribesmen 
##  Topic 13: qaeda, kill, yemen, local, policeman 
##  Topic 14: armi, --, yemen, -yemen, say 
##  Topic 15: secur, --, aden, gulf, threat 
##  Topic 16: attack, soldier, yemen, two, -- 
##  Topic 17: suspect, yemen, --, troop, al-qaeda 
##  Topic 18: yemen, dead, polic, militari, civilian 
##  Topic 19: offic, --, intellig, gunmen, yemen 
##  Topic 20: --, yemen, kill, peopl, violenc 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -4.016, relative change = 6.788e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -4.014, relative change = 5.759e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -4.012, relative change = 5.734e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -4.009, relative change = 5.735e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -4.007, relative change = 5.264e-04) 
## Topic 1: --, rebel, yemen, presid, shiit 
##  Topic 2: --, citi, gunmen, seiz, yemen 
##  Topic 3: clash, bomb, six, ambush, kill 
##  Topic 4: yemeni, air, forc, raid, -- 
##  Topic 5: --, four, kill, blast, zinjibar 
##  Topic 6: kill, offici, gunmen, yemen, ministri 
##  Topic 7: --, milit, kill, yemen, five 
##  Topic 8: three, al, yemen, abyan, leader 
##  Topic 9: middl, al-qa'idah, yemeni, --, kill 
##  Topic 10: al-qaida, say, town, fight, chief 
##  Topic 11: drone, strike, yemen, us, tribal 
##  Topic 12: --, sanaa, shell, milit, tribesmen 
##  Topic 13: qaeda, kill, yemen, local, policeman 
##  Topic 14: armi, --, yemen, -yemen, say 
##  Topic 15: secur, --, aden, gulf, threat 
##  Topic 16: soldier, attack, yemen, two, -- 
##  Topic 17: suspect, yemen, --, troop, al-qaeda 
##  Topic 18: yemen, dead, polic, militari, civilian 
##  Topic 19: offic, --, gunmen, intellig, yemen 
##  Topic 20: --, yemen, kill, peopl, violenc 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -4.005, relative change = 4.381e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -4.004, relative change = 3.621e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -4.002, relative change = 3.590e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -4.001, relative change = 3.935e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -4.000, relative change = 2.941e-04) 
## Topic 1: --, rebel, yemen, presid, shiit 
##  Topic 2: --, citi, seiz, gunmen, yemen 
##  Topic 3: clash, bomb, six, ambush, kill 
##  Topic 4: yemeni, air, forc, raid, -- 
##  Topic 5: four, --, blast, kill, zinjibar 
##  Topic 6: kill, offici, yemen, gunmen, ministri 
##  Topic 7: --, milit, kill, yemen, five 
##  Topic 8: three, al, yemen, abyan, leader 
##  Topic 9: middl, yemeni, al-qa'idah, --, kill 
##  Topic 10: al-qaida, say, town, fight, chief 
##  Topic 11: drone, strike, yemen, us, tribal 
##  Topic 12: --, sanaa, shell, milit, tribesmen 
##  Topic 13: qaeda, kill, yemen, local, policeman 
##  Topic 14: armi, --, yemen, -yemen, say 
##  Topic 15: secur, --, aden, gulf, threat 
##  Topic 16: soldier, attack, yemen, --, two 
##  Topic 17: suspect, yemen, --, troop, al-qaeda 
##  Topic 18: yemen, dead, polic, militari, civilian 
##  Topic 19: offic, gunmen, --, intellig, secur 
##  Topic 20: yemen, --, kill, peopl, violenc 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -3.999, relative change = 2.469e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -3.998, relative change = 2.562e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -3.997, relative change = 2.677e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -3.996, relative change = 2.473e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -3.995, relative change = 1.582e-04) 
## Topic 1: --, yemen, rebel, presid, shiit 
##  Topic 2: --, citi, seiz, gunmen, yemen 
##  Topic 3: clash, bomb, six, ambush, kill 
##  Topic 4: yemeni, air, forc, raid, -- 
##  Topic 5: four, --, blast, zinjibar, day 
##  Topic 6: kill, offici, yemen, ministri, gunmen 
##  Topic 7: --, milit, kill, yemen, five 
##  Topic 8: three, al, yemen, abyan, leader 
##  Topic 9: middl, yemeni, al-qa'idah, --, kill 
##  Topic 10: al-qaida, say, town, fight, chief 
##  Topic 11: drone, strike, yemen, us, tribal 
##  Topic 12: --, sanaa, shell, milit, tribesmen 
##  Topic 13: qaeda, kill, yemen, local, policeman 
##  Topic 14: armi, --, yemen, -yemen, say 
##  Topic 15: secur, aden, --, gulf, threat 
##  Topic 16: soldier, attack, --, two, yemen 
##  Topic 17: suspect, yemen, --, troop, al-qaeda 
##  Topic 18: yemen, dead, polic, militari, civilian 
##  Topic 19: offic, gunmen, --, secur, intellig 
##  Topic 20: yemen, --, kill, peopl, violenc 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -3.994, relative change = 1.882e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -3.993, relative change = 2.489e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -3.992, relative change = 4.229e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -3.991, relative change = 2.066e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -3.990, relative change = 1.372e-04) 
## Topic 1: --, yemen, rebel, presid, shiit 
##  Topic 2: --, citi, seiz, yemen, one 
##  Topic 3: clash, bomb, six, ambush, kill 
##  Topic 4: yemeni, air, forc, raid, -- 
##  Topic 5: four, --, blast, zinjibar, day 
##  Topic 6: kill, offici, yemen, ministri, nine 
##  Topic 7: --, milit, kill, yemen, five 
##  Topic 8: three, al, yemen, abyan, leader 
##  Topic 9: middl, yemeni, al-qa'idah, --, kill 
##  Topic 10: al-qaida, say, town, fight, chief 
##  Topic 11: drone, strike, yemen, us, tribal 
##  Topic 12: --, sanaa, shell, milit, tribesmen 
##  Topic 13: qaeda, kill, yemen, local, policeman 
##  Topic 14: armi, --, yemen, -yemen, say 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: soldier, attack, --, two, yemen 
##  Topic 17: suspect, yemen, --, troop, al-qaeda 
##  Topic 18: yemen, dead, polic, militari, civilian 
##  Topic 19: gunmen, offic, --, secur, intellig 
##  Topic 20: yemen, --, kill, fighter, peopl 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -3.990, relative change = 1.496e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -3.989, relative change = 1.254e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -3.989, relative change = 1.308e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -3.988, relative change = 1.234e-04) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -3.988, relative change = 1.251e-04) 
## Topic 1: --, yemen, rebel, presid, shiit 
##  Topic 2: --, citi, seiz, yemen, one 
##  Topic 3: clash, bomb, six, ambush, kill 
##  Topic 4: yemeni, air, raid, forc, -- 
##  Topic 5: four, --, blast, zinjibar, day 
##  Topic 6: kill, offici, yemen, ministri, nine 
##  Topic 7: --, milit, kill, yemen, five 
##  Topic 8: three, al, yemen, abyan, leader 
##  Topic 9: middl, yemeni, al-qa'idah, --, kill 
##  Topic 10: al-qaida, say, town, fight, chief 
##  Topic 11: drone, strike, yemen, us, tribal 
##  Topic 12: --, sanaa, shell, milit, tribesmen 
##  Topic 13: qaeda, kill, yemen, local, policeman 
##  Topic 14: armi, --, yemen, -yemen, say 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: soldier, attack, --, two, yemen 
##  Topic 17: yemen, suspect, --, troop, al-qaeda 
##  Topic 18: yemen, dead, polic, militari, civilian 
##  Topic 19: gunmen, offic, --, secur, intellig 
##  Topic 20: yemen, --, kill, fighter, peopl 
## .....................................................................................................
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## Completing Iteration 51 (approx. per word bound = -3.987, relative change = 1.201e-04) 
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## Completing Iteration 52 (approx. per word bound = -3.987, relative change = 1.189e-04) 
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## Completing Iteration 53 (approx. per word bound = -3.986, relative change = 1.552e-04) 
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## Completing Iteration 55 (approx. per word bound = -3.985, relative change = 1.540e-04) 
## Topic 1: --, yemen, rebel, presid, shiit 
##  Topic 2: --, citi, seiz, yemen, one 
##  Topic 3: clash, bomb, six, kill, ambush 
##  Topic 4: yemeni, air, raid, forc, -- 
##  Topic 5: four, --, blast, zinjibar, day 
##  Topic 6: kill, offici, yemen, ministri, nine 
##  Topic 7: --, milit, kill, yemen, five 
##  Topic 8: three, al, yemen, abyan, say 
##  Topic 9: middl, yemeni, al-qa'idah, --, kill 
##  Topic 10: al-qaida, say, town, fight, chief 
##  Topic 11: drone, strike, yemen, us, tribal 
##  Topic 12: --, sanaa, shell, milit, tribesmen 
##  Topic 13: qaeda, kill, yemen, local, policeman 
##  Topic 14: armi, --, yemen, -yemen, say 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: soldier, attack, --, two, yemen 
##  Topic 17: yemen, suspect, --, troop, al-qaeda 
##  Topic 18: yemen, dead, polic, militari, civilian 
##  Topic 19: gunmen, offic, --, secur, intellig 
##  Topic 20: yemen, --, kill, fighter, peopl 
## .....................................................................................................
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## Completing Iteration 56 (approx. per word bound = -3.984, relative change = 1.514e-04) 
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## Completing Iteration 60 (approx. per word bound = -3.981, relative change = 1.529e-04) 
## Topic 1: --, yemen, rebel, presid, shiit 
##  Topic 2: --, citi, seiz, yemen, one 
##  Topic 3: clash, bomb, six, kill, ambush 
##  Topic 4: yemeni, air, raid, forc, -- 
##  Topic 5: four, --, blast, zinjibar, day 
##  Topic 6: kill, offici, yemen, ministri, nine 
##  Topic 7: --, milit, kill, yemen, five 
##  Topic 8: three, al, yemen, abyan, say 
##  Topic 9: middl, yemeni, al-qa'idah, --, kill 
##  Topic 10: al-qaida, say, town, fight, chief 
##  Topic 11: drone, strike, yemen, us, tribal 
##  Topic 12: --, sanaa, shell, milit, tribesmen 
##  Topic 13: qaeda, kill, yemen, local, policeman 
##  Topic 14: armi, --, yemen, -yemen, say 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: soldier, attack, --, two, yemen 
##  Topic 17: yemen, suspect, --, troop, al-qaeda 
##  Topic 18: yemen, dead, polic, militari, civilian 
##  Topic 19: gunmen, offic, --, secur, intellig 
##  Topic 20: yemen, --, kill, fighter, peopl 
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## Completing Iteration 61 (approx. per word bound = -3.981, relative change = 1.401e-04) 
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## Completing Iteration 65 (approx. per word bound = -3.978, relative change = 1.515e-04) 
## Topic 1: --, yemen, rebel, presid, shiit 
##  Topic 2: --, citi, seiz, yemen, one 
##  Topic 3: clash, bomb, six, kill, ambush 
##  Topic 4: yemeni, air, raid, forc, -- 
##  Topic 5: four, --, blast, zinjibar, day 
##  Topic 6: kill, offici, yemen, ministri, nine 
##  Topic 7: --, milit, kill, yemen, five 
##  Topic 8: three, al, yemen, abyan, say 
##  Topic 9: middl, yemeni, al-qa'idah, --, kill 
##  Topic 10: al-qaida, say, town, fight, chief 
##  Topic 11: drone, strike, us, yemen, tribal 
##  Topic 12: --, sanaa, shell, milit, yemeni 
##  Topic 13: qaeda, kill, yemen, local, policeman 
##  Topic 14: armi, --, yemen, -yemen, say 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: soldier, attack, --, two, yemen 
##  Topic 17: yemen, suspect, --, troop, al-qaeda 
##  Topic 18: yemen, dead, polic, militari, civilian 
##  Topic 19: gunmen, offic, --, secur, intellig 
##  Topic 20: yemen, --, kill, fighter, peopl 
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## Completing Iteration 66 (approx. per word bound = -3.978, relative change = 1.308e-04) 
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## Completing Iteration 70 (approx. per word bound = -3.976, relative change = 9.479e-05) 
## Topic 1: --, yemen, rebel, presid, shiit 
##  Topic 2: --, citi, seiz, yemen, one 
##  Topic 3: clash, bomb, six, kill, ambush 
##  Topic 4: yemeni, air, raid, forc, -- 
##  Topic 5: four, --, blast, zinjibar, day 
##  Topic 6: kill, offici, yemen, ministri, nine 
##  Topic 7: --, milit, kill, yemen, five 
##  Topic 8: three, al, yemen, abyan, ambush 
##  Topic 9: middl, yemeni, al-qa'idah, --, kill 
##  Topic 10: al-qaida, say, town, fight, chief 
##  Topic 11: drone, strike, us, yemen, tribal 
##  Topic 12: --, yemeni, sanaa, shell, milit 
##  Topic 13: qaeda, kill, yemen, local, policeman 
##  Topic 14: armi, --, -yemen, yemen, say 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: soldier, attack, --, two, yemen 
##  Topic 17: yemen, suspect, --, troop, al-qaeda 
##  Topic 18: yemen, dead, polic, militari, civilian 
##  Topic 19: gunmen, offic, --, secur, intellig 
##  Topic 20: yemen, --, kill, fighter, peopl 
## .....................................................................................................
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## Completing Iteration 71 (approx. per word bound = -3.976, relative change = 7.877e-05) 
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## Completing Iteration 72 (approx. per word bound = -3.976, relative change = 6.905e-05) 
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## Completing Iteration 74 (approx. per word bound = -3.975, relative change = 9.971e-05) 
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## Completing Iteration 75 (approx. per word bound = -3.974, relative change = 1.009e-04) 
## Topic 1: --, yemen, rebel, presid, shiit 
##  Topic 2: --, citi, seiz, yemen, one 
##  Topic 3: clash, bomb, six, kill, ambush 
##  Topic 4: yemeni, air, raid, forc, -- 
##  Topic 5: four, --, blast, zinjibar, day 
##  Topic 6: kill, offici, yemen, ministri, nine 
##  Topic 7: --, milit, kill, yemen, five 
##  Topic 8: three, al, yemen, abyan, ambush 
##  Topic 9: middl, yemeni, al-qa'idah, --, kill 
##  Topic 10: al-qaida, say, town, fight, chief 
##  Topic 11: drone, strike, us, yemen, tribal 
##  Topic 12: yemeni, --, sanaa, shell, milit 
##  Topic 13: qaeda, kill, yemen, policeman, return 
##  Topic 14: armi, --, -yemen, yemen, say 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: soldier, attack, --, two, yemen 
##  Topic 17: yemen, suspect, --, troop, al-qaeda 
##  Topic 18: yemen, dead, polic, militari, civilian 
##  Topic 19: gunmen, offic, --, secur, intellig 
##  Topic 20: yemen, --, kill, fighter, peopl 
## .....................................................................................................
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## Completing Iteration 76 (approx. per word bound = -3.974, relative change = 1.272e-04) 
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## Completing Iteration 77 (approx. per word bound = -3.973, relative change = 1.834e-04) 
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## Completing Iteration 78 (approx. per word bound = -3.973, relative change = 1.077e-04) 
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## Completing Iteration 79 (approx. per word bound = -3.972, relative change = 1.083e-04) 
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## Completing Iteration 80 (approx. per word bound = -3.972, relative change = 1.101e-04) 
## Topic 1: --, yemen, rebel, presid, shiit 
##  Topic 2: --, citi, yemen, seiz, one 
##  Topic 3: clash, bomb, six, kill, ambush 
##  Topic 4: yemeni, air, raid, forc, -- 
##  Topic 5: four, --, blast, zinjibar, day 
##  Topic 6: kill, offici, yemen, ministri, nine 
##  Topic 7: --, milit, kill, yemen, five 
##  Topic 8: three, al, yemen, abyan, ambush 
##  Topic 9: middl, yemeni, al-qa'idah, --, kill 
##  Topic 10: al-qaida, say, town, chief, fight 
##  Topic 11: drone, strike, us, yemen, local 
##  Topic 12: yemeni, --, sanaa, milit, shell 
##  Topic 13: qaeda, kill, yemen, policeman, return 
##  Topic 14: armi, --, -yemen, yemen, say 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: soldier, attack, --, two, yemen 
##  Topic 17: yemen, suspect, --, troop, al-qaeda 
##  Topic 18: yemen, dead, polic, militari, civilian 
##  Topic 19: gunmen, offic, --, secur, intellig 
##  Topic 20: yemen, --, kill, fighter, peopl 
## .....................................................................................................
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## Completing Iteration 81 (approx. per word bound = -3.972, relative change = 9.881e-05) 
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## Completing Iteration 82 (approx. per word bound = -3.971, relative change = 8.743e-05) 
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## Completing Iteration 83 (approx. per word bound = -3.971, relative change = 8.506e-05) 
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## Completing Iteration 84 (approx. per word bound = -3.970, relative change = 9.245e-05) 
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## Completing Iteration 85 (approx. per word bound = -3.970, relative change = 8.010e-05) 
## Topic 1: --, yemen, rebel, presid, shiit 
##  Topic 2: --, citi, yemen, seiz, aden 
##  Topic 3: clash, bomb, six, kill, ambush 
##  Topic 4: yemeni, air, raid, forc, -- 
##  Topic 5: four, --, blast, zinjibar, five 
##  Topic 6: kill, offici, yemen, ministri, nine 
##  Topic 7: --, milit, kill, yemen, five 
##  Topic 8: three, al, yemen, abyan, ambush 
##  Topic 9: middl, yemeni, al-qa'idah, --, kill 
##  Topic 10: al-qaida, say, town, chief, fight 
##  Topic 11: drone, strike, us, yemen, local 
##  Topic 12: yemeni, --, sanaa, milit, shell 
##  Topic 13: qaeda, kill, yemen, policeman, return 
##  Topic 14: armi, --, -yemen, yemen, say 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: soldier, attack, --, two, yemen 
##  Topic 17: yemen, suspect, --, troop, al-qaeda 
##  Topic 18: yemen, dead, polic, militari, civilian 
##  Topic 19: gunmen, offic, --, secur, intellig 
##  Topic 20: yemen, --, kill, fighter, peopl 
## .....................................................................................................
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## Completing Iteration 86 (approx. per word bound = -3.970, relative change = 6.638e-05) 
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## Completing Iteration 87 (approx. per word bound = -3.970, relative change = 7.678e-05) 
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## Completing Iteration 88 (approx. per word bound = -3.969, relative change = 1.027e-04) 
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## Completing Iteration 89 (approx. per word bound = -3.969, relative change = 8.147e-05) 
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## Completing Iteration 90 (approx. per word bound = -3.969, relative change = 4.683e-05) 
## Topic 1: --, yemen, rebel, presid, shiit 
##  Topic 2: --, citi, yemen, seiz, aden 
##  Topic 3: clash, bomb, six, kill, ambush 
##  Topic 4: yemeni, air, raid, forc, -- 
##  Topic 5: four, --, five, blast, zinjibar 
##  Topic 6: kill, offici, yemen, ministri, nine 
##  Topic 7: --, milit, kill, yemen, battl 
##  Topic 8: three, al, yemen, qaeda, abyan 
##  Topic 9: middl, yemeni, al-qa'idah, --, kill 
##  Topic 10: al-qaida, say, town, chief, fight 
##  Topic 11: drone, strike, us, yemen, local 
##  Topic 12: yemeni, --, sanaa, milit, shell 
##  Topic 13: qaeda, kill, yemen, policeman, return 
##  Topic 14: armi, --, -yemen, yemen, say 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: soldier, attack, --, two, yemen 
##  Topic 17: yemen, suspect, --, troop, al-qaeda 
##  Topic 18: yemen, dead, polic, militari, civilian 
##  Topic 19: gunmen, offic, --, secur, intellig 
##  Topic 20: yemen, --, kill, fighter, peopl 
## .....................................................................................................
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## Completing Iteration 91 (approx. per word bound = -3.969, relative change = 4.137e-05) 
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## Completing Iteration 92 (approx. per word bound = -3.968, relative change = 4.046e-05) 
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## Completing Iteration 93 (approx. per word bound = -3.968, relative change = 4.875e-05) 
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## Completing Iteration 94 (approx. per word bound = -3.968, relative change = 9.327e-05) 
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## Completing Iteration 95 (approx. per word bound = -3.967, relative change = 1.523e-04) 
## Topic 1: --, yemen, rebel, presid, shiit 
##  Topic 2: --, citi, seiz, aden, yemen 
##  Topic 3: clash, bomb, six, kill, ambush 
##  Topic 4: yemeni, air, raid, forc, -- 
##  Topic 5: four, --, five, blast, zinjibar 
##  Topic 6: kill, offici, yemen, ministri, nine 
##  Topic 7: --, milit, kill, yemen, battl 
##  Topic 8: three, al, yemen, qaeda, abyan 
##  Topic 9: middl, yemeni, al-qa'idah, --, kill 
##  Topic 10: al-qaida, say, town, chief, attack 
##  Topic 11: drone, strike, us, yemen, local 
##  Topic 12: yemeni, --, sanaa, milit, shell 
##  Topic 13: qaeda, kill, yemen, policeman, return 
##  Topic 14: armi, --, -yemen, yemen, say 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: soldier, attack, --, two, kill 
##  Topic 17: yemen, suspect, --, troop, al-qaeda 
##  Topic 18: yemen, dead, polic, militari, civilian 
##  Topic 19: gunmen, offic, --, secur, intellig 
##  Topic 20: yemen, --, kill, fighter, peopl 
## .....................................................................................................
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## Completing Iteration 96 (approx. per word bound = -3.967, relative change = 9.108e-05) 
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## Completing Iteration 97 (approx. per word bound = -3.967, relative change = 6.493e-05) 
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## Completing Iteration 98 (approx. per word bound = -3.966, relative change = 4.466e-05) 
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## Completing Iteration 99 (approx. per word bound = -3.966, relative change = 2.227e-05) 
## .....................................................................................................
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## Completing Iteration 100 (approx. per word bound = -3.966, relative change = 1.912e-05) 
## Topic 1: --, yemen, rebel, presid, shiit 
##  Topic 2: --, citi, aden, seiz, yemen 
##  Topic 3: clash, six, bomb, kill, ambush 
##  Topic 4: yemeni, air, raid, forc, -- 
##  Topic 5: four, five, --, blast, zinjibar 
##  Topic 6: kill, offici, yemen, ministri, nine 
##  Topic 7: --, milit, kill, yemen, battl 
##  Topic 8: three, al, yemen, qaeda, abyan 
##  Topic 9: middl, yemeni, al-qa'idah, --, kill 
##  Topic 10: al-qaida, say, town, milit, chief 
##  Topic 11: drone, strike, us, yemen, local 
##  Topic 12: yemeni, --, sanaa, milit, shell 
##  Topic 13: qaeda, kill, yemen, policeman, return 
##  Topic 14: armi, --, -yemen, yemen, say 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: soldier, attack, --, two, kill 
##  Topic 17: yemen, suspect, --, troop, al-qaeda 
##  Topic 18: yemen, dead, polic, militari, civilian 
##  Topic 19: gunmen, offic, --, secur, intellig 
##  Topic 20: yemen, --, kill, fighter, peopl 
## .....................................................................................................
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## Completing Iteration 101 (approx. per word bound = -3.966, relative change = 1.952e-05) 
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## Completing Iteration 102 (approx. per word bound = -3.966, relative change = 2.072e-05) 
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## Completing Iteration 103 (approx. per word bound = -3.966, relative change = 2.461e-05) 
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## Completing Iteration 104 (approx. per word bound = -3.966, relative change = 2.179e-05) 
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## Completing Iteration 105 (approx. per word bound = -3.966, relative change = 1.819e-05) 
## Topic 1: --, yemen, rebel, presid, shiit 
##  Topic 2: --, citi, aden, seiz, yemen 
##  Topic 3: clash, six, bomb, kill, ambush 
##  Topic 4: yemeni, air, raid, forc, -- 
##  Topic 5: four, five, --, blast, zinjibar 
##  Topic 6: kill, offici, yemen, ministri, nine 
##  Topic 7: --, milit, kill, yemen, battl 
##  Topic 8: three, al, yemen, qaeda, abyan 
##  Topic 9: middl, yemeni, al-qa'idah, --, kill 
##  Topic 10: al-qaida, say, town, milit, chief 
##  Topic 11: drone, strike, us, yemen, local 
##  Topic 12: yemeni, --, sanaa, milit, shell 
##  Topic 13: qaeda, kill, yemen, policeman, return 
##  Topic 14: armi, --, -yemen, yemen, say 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: soldier, attack, --, two, kill 
##  Topic 17: yemen, suspect, --, troop, al-qaeda 
##  Topic 18: yemen, dead, polic, militari, civilian 
##  Topic 19: gunmen, offic, --, secur, intellig 
##  Topic 20: yemen, --, kill, fighter, peopl 
## .....................................................................................................
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## Completing Iteration 106 (approx. per word bound = -3.966, relative change = 1.459e-05) 
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## Completing Iteration 107 (approx. per word bound = -3.966, relative change = 1.372e-05) 
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## Completing Iteration 108 (approx. per word bound = -3.966, relative change = 1.398e-05) 
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## Completing Iteration 109 (approx. per word bound = -3.966, relative change = 1.371e-05) 
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## Completing Iteration 110 (approx. per word bound = -3.966, relative change = 1.371e-05) 
## Topic 1: --, yemen, rebel, presid, shiit 
##  Topic 2: --, citi, aden, seiz, yemen 
##  Topic 3: clash, six, bomb, kill, ambush 
##  Topic 4: yemeni, air, raid, forc, -- 
##  Topic 5: four, five, --, blast, zinjibar 
##  Topic 6: kill, offici, yemen, ministri, nine 
##  Topic 7: --, milit, kill, yemen, battl 
##  Topic 8: three, al, qaeda, yemen, ambush 
##  Topic 9: middl, yemeni, al-qa'idah, --, kill 
##  Topic 10: al-qaida, say, milit, town, chief 
##  Topic 11: drone, strike, us, yemen, local 
##  Topic 12: yemeni, --, sanaa, milit, shell 
##  Topic 13: qaeda, kill, yemen, policeman, return 
##  Topic 14: armi, --, -yemen, yemen, say 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: soldier, attack, --, two, suicid 
##  Topic 17: yemen, suspect, --, troop, al-qaeda 
##  Topic 18: yemen, dead, polic, militari, civilian 
##  Topic 19: gunmen, offic, --, secur, intellig 
##  Topic 20: yemen, --, kill, fighter, peopl 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 111 (approx. per word bound = -3.965, relative change = 1.754e-05) 
## .....................................................................................................
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## Completing Iteration 112 (approx. per word bound = -3.965, relative change = 5.143e-05) 
## .....................................................................................................
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## Completing Iteration 113 (approx. per word bound = -3.965, relative change = 8.271e-05) 
## .....................................................................................................
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## Completed M-Step. 
## Completing Iteration 114 (approx. per word bound = -3.965, relative change = 2.366e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 115 (approx. per word bound = -3.965, relative change = 1.743e-05) 
## Topic 1: --, yemen, rebel, presid, shiit 
##  Topic 2: --, citi, aden, seiz, yemen 
##  Topic 3: clash, six, bomb, kill, ambush 
##  Topic 4: yemeni, air, raid, forc, -- 
##  Topic 5: four, five, --, blast, zinjibar 
##  Topic 6: kill, offici, yemen, ministri, nine 
##  Topic 7: --, kill, milit, yemen, battl 
##  Topic 8: three, al, qaeda, yemen, ambush 
##  Topic 9: middl, yemeni, al-qa'idah, --, kill 
##  Topic 10: al-qaida, milit, say, town, chief 
##  Topic 11: drone, strike, us, yemen, local 
##  Topic 12: yemeni, --, sanaa, milit, shell 
##  Topic 13: qaeda, kill, yemen, return, fresh 
##  Topic 14: armi, --, -yemen, yemen, say 
##  Topic 15: aden, --, secur, gulf, threat 
##  Topic 16: soldier, attack, --, two, suicid 
##  Topic 17: yemen, suspect, --, troop, al-qaeda 
##  Topic 18: yemen, dead, polic, militari, civilian 
##  Topic 19: gunmen, offic, --, secur, intellig 
##  Topic 20: yemen, --, kill, fighter, peopl 
## .....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 116 (approx. per word bound = -3.965, relative change = 1.448e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 117 (approx. per word bound = -3.965, relative change = 1.040e-05) 
## .....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged
## [1] "check plot"
## lra: no prior
sk.lra <- group.searchK(groupID= "-lra",
                         data=ged.lra,
                        kmax=20)
## [1] 1038   49
## Warning: 'dfm.corpus()' is deprecated. Use 'tokens()' first.
## Warning: min_nchar, ngrams arguments are not used.
## Warning: '...' should not be used for tokens() arguments; use 'tokens()' first.
## Warning: min_nchar, ngrams arguments are not used.

## Warning: min_nchar, ngrams arguments are not used.
## Warning: 'remove' is deprecated; use dfm_remove() instead
## Warning: 'stem' is deprecated; use dfm_wordstem() instead
## Warning in dfm2stm(x, docvars, omit_empty = TRUE): Dropped 1,038 empty
## document(s)
## Warning in stm(documents = heldout$documents, vocab = heldout$vocab, K = k, :
## K=2 is equivalent to a unidimensional scaling model which you may prefer.
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ..
##   Recovering initialization...
##      ....
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 1 (approx. per word bound = -4.415) 
## ....................................................................................................
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## Completing Iteration 2 (approx. per word bound = -4.317, relative change = 2.217e-02) 
## ....................................................................................................
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## Completing Iteration 3 (approx. per word bound = -4.282, relative change = 8.023e-03) 
## ....................................................................................................
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## Completing Iteration 4 (approx. per word bound = -4.266, relative change = 3.788e-03) 
## ....................................................................................................
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## Completing Iteration 5 (approx. per word bound = -4.257, relative change = 2.079e-03) 
## Topic 1: --, kill, new, vision, uganda 
##  Topic 2: rebel, africa, armi, lra, ugandan 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 6 (approx. per word bound = -4.251, relative change = 1.349e-03) 
## ....................................................................................................
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## Completing Iteration 7 (approx. per word bound = -4.247, relative change = 9.727e-04) 
## ....................................................................................................
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## Completing Iteration 8 (approx. per word bound = -4.244, relative change = 7.566e-04) 
## ....................................................................................................
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## Completing Iteration 9 (approx. per word bound = -4.241, relative change = 6.492e-04) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.239, relative change = 6.141e-04) 
## Topic 1: --, kill, new, vision, uganda 
##  Topic 2: rebel, africa, armi, lra, ugandan 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 11 (approx. per word bound = -4.236, relative change = 5.771e-04) 
## ....................................................................................................
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## Completing Iteration 12 (approx. per word bound = -4.234, relative change = 5.521e-04) 
## ....................................................................................................
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## Completing Iteration 13 (approx. per word bound = -4.231, relative change = 5.919e-04) 
## ....................................................................................................
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## Completing Iteration 14 (approx. per word bound = -4.228, relative change = 6.727e-04) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.225, relative change = 7.148e-04) 
## Topic 1: --, kill, new, vision, uganda 
##  Topic 2: rebel, africa, armi, lra, ugandan 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 16 (approx. per word bound = -4.223, relative change = 6.250e-04) 
## ....................................................................................................
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## Completing Iteration 17 (approx. per word bound = -4.221, relative change = 4.564e-04) 
## ....................................................................................................
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## Completing Iteration 18 (approx. per word bound = -4.219, relative change = 3.304e-04) 
## ....................................................................................................
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## Completing Iteration 19 (approx. per word bound = -4.218, relative change = 2.712e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -4.217, relative change = 2.539e-04) 
## Topic 1: --, kill, new, vision, uganda 
##  Topic 2: rebel, africa, armi, lra, ugandan 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -4.216, relative change = 2.533e-04) 
## ....................................................................................................
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## Completing Iteration 22 (approx. per word bound = -4.215, relative change = 2.567e-04) 
## ....................................................................................................
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## Completing Iteration 23 (approx. per word bound = -4.214, relative change = 2.644e-04) 
## ....................................................................................................
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## Completing Iteration 24 (approx. per word bound = -4.213, relative change = 2.874e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -4.211, relative change = 3.218e-04) 
## Topic 1: --, kill, new, vision, uganda 
##  Topic 2: rebel, africa, armi, lra, ugandan 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -4.210, relative change = 3.635e-04) 
## ....................................................................................................
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## Completing Iteration 27 (approx. per word bound = -4.208, relative change = 4.086e-04) 
## ....................................................................................................
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## Completing Iteration 28 (approx. per word bound = -4.206, relative change = 4.468e-04) 
## ....................................................................................................
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## Completing Iteration 29 (approx. per word bound = -4.204, relative change = 4.639e-04) 
## ....................................................................................................
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## Completing Iteration 30 (approx. per word bound = -4.202, relative change = 4.403e-04) 
## Topic 1: --, kill, new, vision, uganda 
##  Topic 2: rebel, africa, armi, lra, ugandan 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 31 (approx. per word bound = -4.201, relative change = 3.827e-04) 
## ....................................................................................................
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## Completing Iteration 32 (approx. per word bound = -4.199, relative change = 3.263e-04) 
## ....................................................................................................
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## Completing Iteration 33 (approx. per word bound = -4.198, relative change = 2.825e-04) 
## ....................................................................................................
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## Completing Iteration 34 (approx. per word bound = -4.197, relative change = 2.442e-04) 
## ....................................................................................................
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## Completing Iteration 35 (approx. per word bound = -4.196, relative change = 2.075e-04) 
## Topic 1: --, kill, new, vision, uganda 
##  Topic 2: rebel, africa, armi, lra, ugandan 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -4.196, relative change = 1.787e-04) 
## ....................................................................................................
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## Completing Iteration 37 (approx. per word bound = -4.195, relative change = 1.633e-04) 
## ....................................................................................................
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## Completing Iteration 38 (approx. per word bound = -4.194, relative change = 1.637e-04) 
## ....................................................................................................
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## Completing Iteration 39 (approx. per word bound = -4.193, relative change = 1.841e-04) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -4.192, relative change = 2.344e-04) 
## Topic 1: --, kill, new, vision, uganda 
##  Topic 2: rebel, africa, armi, lra, ugandan 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -4.191, relative change = 3.333e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 42 (approx. per word bound = -4.189, relative change = 4.586e-04) 
## ....................................................................................................
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## Completing Iteration 43 (approx. per word bound = -4.187, relative change = 4.380e-04) 
## ....................................................................................................
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## Completing Iteration 44 (approx. per word bound = -4.186, relative change = 3.855e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -4.184, relative change = 4.137e-04) 
## Topic 1: --, kill, new, vision, uganda 
##  Topic 2: africa, armi, rebel, lra, ugandan 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -4.182, relative change = 4.576e-04) 
## ....................................................................................................
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## Completing Iteration 47 (approx. per word bound = -4.180, relative change = 4.948e-04) 
## ....................................................................................................
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## Completing Iteration 48 (approx. per word bound = -4.178, relative change = 5.197e-04) 
## ....................................................................................................
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## Completing Iteration 49 (approx. per word bound = -4.176, relative change = 5.217e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -4.174, relative change = 4.850e-04) 
## Topic 1: --, kill, new, vision, rebel 
##  Topic 2: africa, armi, lra, ugandan, rebel 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -4.172, relative change = 4.343e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -4.170, relative change = 3.975e-04) 
## ....................................................................................................
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## Completing Iteration 53 (approx. per word bound = -4.169, relative change = 3.791e-04) 
## ....................................................................................................
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## Completing Iteration 54 (approx. per word bound = -4.167, relative change = 3.821e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -4.165, relative change = 4.103e-04) 
## Topic 1: --, kill, new, vision, rebel 
##  Topic 2: africa, armi, lra, ugandan, rebel 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -4.163, relative change = 4.659e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 57 (approx. per word bound = -4.161, relative change = 5.461e-04) 
## ....................................................................................................
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## Completing Iteration 58 (approx. per word bound = -4.158, relative change = 6.382e-04) 
## ....................................................................................................
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## Completing Iteration 59 (approx. per word bound = -4.155, relative change = 7.326e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 60 (approx. per word bound = -4.152, relative change = 7.823e-04) 
## Topic 1: --, kill, rebel, new, vision 
##  Topic 2: africa, lra, ugandan, armi, crisi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 61 (approx. per word bound = -4.149, relative change = 7.642e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 62 (approx. per word bound = -4.146, relative change = 7.373e-04) 
## ....................................................................................................
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## Completing Iteration 63 (approx. per word bound = -4.143, relative change = 5.802e-04) 
## ....................................................................................................
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## Completing Iteration 64 (approx. per word bound = -4.141, relative change = 5.001e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 65 (approx. per word bound = -4.140, relative change = 4.439e-04) 
## Topic 1: --, rebel, kill, new, vision 
##  Topic 2: africa, lra, ugandan, armi, crisi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 66 (approx. per word bound = -4.138, relative change = 3.460e-04) 
## ....................................................................................................
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## Completing Iteration 67 (approx. per word bound = -4.137, relative change = 3.239e-04) 
## ....................................................................................................
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## Completing Iteration 68 (approx. per word bound = -4.135, relative change = 3.615e-04) 
## ....................................................................................................
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## Completing Iteration 69 (approx. per word bound = -4.133, relative change = 4.654e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 70 (approx. per word bound = -4.131, relative change = 5.777e-04) 
## Topic 1: --, rebel, kill, new, vision 
##  Topic 2: africa, lra, ugandan, crisi, sudan 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 71 (approx. per word bound = -4.129, relative change = 5.564e-04) 
## ....................................................................................................
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## Completing Iteration 72 (approx. per word bound = -4.126, relative change = 5.831e-04) 
## ....................................................................................................
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## Completing Iteration 73 (approx. per word bound = -4.123, relative change = 6.841e-04) 
## ....................................................................................................
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## Completing Iteration 74 (approx. per word bound = -4.120, relative change = 8.043e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 75 (approx. per word bound = -4.116, relative change = 8.958e-04) 
## Topic 1: --, rebel, kill, new, vision 
##  Topic 2: lra, africa, ugandan, crisi, sudan 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 76 (approx. per word bound = -4.113, relative change = 9.012e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 77 (approx. per word bound = -4.109, relative change = 7.986e-04) 
## ....................................................................................................
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## Completing Iteration 78 (approx. per word bound = -4.107, relative change = 6.364e-04) 
## ....................................................................................................
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## Completing Iteration 79 (approx. per word bound = -4.105, relative change = 4.832e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 80 (approx. per word bound = -4.103, relative change = 3.704e-04) 
## Topic 1: --, rebel, kill, new, vision 
##  Topic 2: lra, africa, crisi, ugandan, sudan 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 81 (approx. per word bound = -4.102, relative change = 2.960e-04) 
## ....................................................................................................
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## Completing Iteration 82 (approx. per word bound = -4.101, relative change = 2.493e-04) 
## ....................................................................................................
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## Completing Iteration 83 (approx. per word bound = -4.100, relative change = 2.209e-04) 
## ....................................................................................................
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## Completing Iteration 84 (approx. per word bound = -4.099, relative change = 2.032e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 85 (approx. per word bound = -4.099, relative change = 1.892e-04) 
## Topic 1: --, rebel, kill, new, vision 
##  Topic 2: lra, africa, crisi, sudan, ugandan 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 86 (approx. per word bound = -4.098, relative change = 1.765e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 87 (approx. per word bound = -4.097, relative change = 1.672e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 88 (approx. per word bound = -4.097, relative change = 1.606e-04) 
## ....................................................................................................
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## Completing Iteration 89 (approx. per word bound = -4.096, relative change = 1.512e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 90 (approx. per word bound = -4.095, relative change = 1.390e-04) 
## Topic 1: --, rebel, kill, new, vision 
##  Topic 2: lra, africa, crisi, sudan, ugandan 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 91 (approx. per word bound = -4.095, relative change = 1.330e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 92 (approx. per word bound = -4.094, relative change = 1.407e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 93 (approx. per word bound = -4.093, relative change = 1.696e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 94 (approx. per word bound = -4.093, relative change = 2.295e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 95 (approx. per word bound = -4.091, relative change = 3.293e-04) 
## Topic 1: --, rebel, kill, new, vision 
##  Topic 2: lra, africa, crisi, sudan, ugandan 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 96 (approx. per word bound = -4.089, relative change = 4.474e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 97 (approx. per word bound = -4.087, relative change = 4.941e-04) 
## ....................................................................................................
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## Completing Iteration 98 (approx. per word bound = -4.085, relative change = 5.110e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 99 (approx. per word bound = -4.083, relative change = 5.145e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 100 (approx. per word bound = -4.081, relative change = 4.640e-04) 
## Topic 1: --, rebel, kill, new, vision 
##  Topic 2: lra, africa, crisi, sudan, ugandan 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 101 (approx. per word bound = -4.080, relative change = 3.819e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 102 (approx. per word bound = -4.078, relative change = 3.063e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 103 (approx. per word bound = -4.077, relative change = 2.532e-04) 
## ....................................................................................................
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## Completing Iteration 104 (approx. per word bound = -4.077, relative change = 2.192e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 105 (approx. per word bound = -4.076, relative change = 1.972e-04) 
## Topic 1: --, rebel, kill, new, vision 
##  Topic 2: lra, africa, crisi, sudan, ugandan 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 106 (approx. per word bound = -4.075, relative change = 1.829e-04) 
## ....................................................................................................
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## Completing Iteration 107 (approx. per word bound = -4.074, relative change = 1.749e-04) 
## ....................................................................................................
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## Completing Iteration 108 (approx. per word bound = -4.074, relative change = 1.730e-04) 
## ....................................................................................................
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## Completing Iteration 109 (approx. per word bound = -4.073, relative change = 1.790e-04) 
## ....................................................................................................
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## Completing Iteration 110 (approx. per word bound = -4.072, relative change = 1.939e-04) 
## Topic 1: --, rebel, kill, new, vision 
##  Topic 2: lra, africa, crisi, sudan, clash 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 111 (approx. per word bound = -4.071, relative change = 2.208e-04) 
## ....................................................................................................
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## Completing Iteration 112 (approx. per word bound = -4.070, relative change = 2.549e-04) 
## ....................................................................................................
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## Completing Iteration 113 (approx. per word bound = -4.069, relative change = 2.697e-04) 
## ....................................................................................................
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## Completing Iteration 114 (approx. per word bound = -4.068, relative change = 2.479e-04) 
## ....................................................................................................
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## Completing Iteration 115 (approx. per word bound = -4.067, relative change = 2.242e-04) 
## Topic 1: --, rebel, kill, new, vision 
##  Topic 2: lra, africa, crisi, sudan, clash 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 116 (approx. per word bound = -4.066, relative change = 2.233e-04) 
## ....................................................................................................
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## Completing Iteration 117 (approx. per word bound = -4.065, relative change = 2.337e-04) 
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## Completing Iteration 118 (approx. per word bound = -4.064, relative change = 2.424e-04) 
## ....................................................................................................
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## Completing Iteration 119 (approx. per word bound = -4.063, relative change = 2.459e-04) 
## ....................................................................................................
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## Completing Iteration 120 (approx. per word bound = -4.062, relative change = 2.466e-04) 
## Topic 1: --, kill, rebel, new, armi 
##  Topic 2: lra, africa, crisi, sudan, clash 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 121 (approx. per word bound = -4.061, relative change = 2.516e-04) 
## ....................................................................................................
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## Completing Iteration 122 (approx. per word bound = -4.060, relative change = 2.479e-04) 
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## Completing Iteration 123 (approx. per word bound = -4.059, relative change = 2.234e-04) 
## ....................................................................................................
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## Completing Iteration 124 (approx. per word bound = -4.059, relative change = 1.911e-04) 
## ....................................................................................................
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## Completing Iteration 125 (approx. per word bound = -4.058, relative change = 1.607e-04) 
## Topic 1: --, kill, rebel, new, armi 
##  Topic 2: lra, africa, crisi, sudan, -- 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 126 (approx. per word bound = -4.057, relative change = 1.364e-04) 
## ....................................................................................................
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## Completing Iteration 127 (approx. per word bound = -4.057, relative change = 1.193e-04) 
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## Completing Iteration 128 (approx. per word bound = -4.056, relative change = 1.066e-04) 
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## Completing Iteration 129 (approx. per word bound = -4.056, relative change = 9.599e-05) 
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## Completing Iteration 130 (approx. per word bound = -4.056, relative change = 8.711e-05) 
## Topic 1: --, kill, rebel, new, armi 
##  Topic 2: lra, crisi, africa, --, sudan 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 131 (approx. per word bound = -4.055, relative change = 7.921e-05) 
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## Completing Iteration 132 (approx. per word bound = -4.055, relative change = 7.252e-05) 
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## Completing Iteration 133 (approx. per word bound = -4.055, relative change = 6.684e-05) 
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## Completing Iteration 134 (approx. per word bound = -4.055, relative change = 6.217e-05) 
## ....................................................................................................
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## Completing Iteration 135 (approx. per word bound = -4.054, relative change = 5.836e-05) 
## Topic 1: --, kill, rebel, new, armi 
##  Topic 2: lra, crisi, africa, --, sudan 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 136 (approx. per word bound = -4.054, relative change = 5.562e-05) 
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## Completing Iteration 137 (approx. per word bound = -4.054, relative change = 5.387e-05) 
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## Completing Iteration 138 (approx. per word bound = -4.054, relative change = 5.314e-05) 
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## Completing Iteration 139 (approx. per word bound = -4.053, relative change = 5.376e-05) 
## ....................................................................................................
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## Completing Iteration 140 (approx. per word bound = -4.053, relative change = 5.669e-05) 
## Topic 1: --, kill, rebel, new, armi 
##  Topic 2: lra, crisi, africa, --, sudan 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 141 (approx. per word bound = -4.053, relative change = 6.328e-05) 
## ....................................................................................................
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## Completing Iteration 142 (approx. per word bound = -4.053, relative change = 6.443e-05) 
## ....................................................................................................
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## Completing Iteration 143 (approx. per word bound = -4.052, relative change = 5.772e-05) 
## ....................................................................................................
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## Completing Iteration 144 (approx. per word bound = -4.052, relative change = 5.041e-05) 
## ....................................................................................................
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## Completing Iteration 145 (approx. per word bound = -4.052, relative change = 4.481e-05) 
## Topic 1: --, kill, rebel, new, africa 
##  Topic 2: lra, crisi, africa, --, sudan 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 146 (approx. per word bound = -4.052, relative change = 3.840e-05) 
## ....................................................................................................
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## Completing Iteration 147 (approx. per word bound = -4.052, relative change = 3.265e-05) 
## ....................................................................................................
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## Completing Iteration 148 (approx. per word bound = -4.052, relative change = 2.832e-05) 
## ....................................................................................................
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## Completing Iteration 149 (approx. per word bound = -4.052, relative change = 2.555e-05) 
## ....................................................................................................
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## Completing Iteration 150 (approx. per word bound = -4.051, relative change = 2.352e-05) 
## Topic 1: --, kill, rebel, new, africa 
##  Topic 2: lra, crisi, africa, --, sudan 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 151 (approx. per word bound = -4.051, relative change = 2.236e-05) 
## ....................................................................................................
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## Completing Iteration 152 (approx. per word bound = -4.051, relative change = 2.151e-05) 
## ....................................................................................................
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## Completing Iteration 153 (approx. per word bound = -4.051, relative change = 2.160e-05) 
## ....................................................................................................
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## Completing Iteration 154 (approx. per word bound = -4.051, relative change = 2.320e-05) 
## ....................................................................................................
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## Completing Iteration 155 (approx. per word bound = -4.051, relative change = 2.783e-05) 
## Topic 1: --, kill, rebel, new, africa 
##  Topic 2: lra, crisi, africa, --, sudan 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 156 (approx. per word bound = -4.051, relative change = 3.564e-05) 
## ....................................................................................................
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## Completing Iteration 157 (approx. per word bound = -4.051, relative change = 4.015e-05) 
## ....................................................................................................
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## Completing Iteration 158 (approx. per word bound = -4.051, relative change = 3.410e-05) 
## ....................................................................................................
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## Completing Iteration 159 (approx. per word bound = -4.050, relative change = 2.248e-05) 
## ....................................................................................................
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## Completing Iteration 160 (approx. per word bound = -4.050, relative change = 1.676e-05) 
## Topic 1: --, kill, rebel, africa, new 
##  Topic 2: lra, crisi, africa, --, sudan 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 161 (approx. per word bound = -4.050, relative change = 1.479e-05) 
## ....................................................................................................
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## Completing Iteration 162 (approx. per word bound = -4.050, relative change = 1.402e-05) 
## ....................................................................................................
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## Completing Iteration 163 (approx. per word bound = -4.050, relative change = 1.418e-05) 
## ....................................................................................................
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## Completing Iteration 164 (approx. per word bound = -4.050, relative change = 1.568e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 165 (approx. per word bound = -4.050, relative change = 2.028e-05) 
## Topic 1: --, kill, rebel, africa, new 
##  Topic 2: lra, crisi, africa, --, sudan 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 166 (approx. per word bound = -4.050, relative change = 2.987e-05) 
## ....................................................................................................
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## Completing Iteration 167 (approx. per word bound = -4.050, relative change = 3.813e-05) 
## ....................................................................................................
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## Completing Iteration 168 (approx. per word bound = -4.050, relative change = 3.418e-05) 
## ....................................................................................................
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## Completing Iteration 169 (approx. per word bound = -4.050, relative change = 2.004e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 170 (approx. per word bound = -4.050, relative change = 1.275e-05) 
## Topic 1: --, kill, rebel, africa, new 
##  Topic 2: lra, crisi, africa, --, sudan 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 171 (approx. per word bound = -4.049, relative change = 1.041e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ...
##   Recovering initialization...
##      ....
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.292) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.169, relative change = 2.861e-02) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.105, relative change = 1.530e-02) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.073, relative change = 7.710e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.057, relative change = 4.044e-03) 
## Topic 1: --, kill, rebel, africa, armi 
##  Topic 2: new, vision, kampala, provinc, humanitair 
##  Topic 3: polit, kampala, ai, break, war 
## ....................................................................................................
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## Completing Iteration 6 (approx. per word bound = -4.043, relative change = 3.465e-03) 
## ....................................................................................................
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## Completing Iteration 7 (approx. per word bound = -4.035, relative change = 2.058e-03) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -4.029, relative change = 1.295e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -4.024, relative change = 1.233e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -4.019, relative change = 1.289e-03) 
## Topic 1: --, kill, rebel, africa, armi 
##  Topic 2: new, vision, kampala, apr, provinc 
##  Topic 3: polit, p, human, ai, break 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -4.014, relative change = 1.184e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -4.011, relative change = 9.391e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -4.008, relative change = 7.267e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -4.005, relative change = 6.407e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -4.002, relative change = 7.272e-04) 
## Topic 1: --, kill, rebel, africa, armi 
##  Topic 2: new, vision, kampala, apr, africa 
##  Topic 3: polit, uganda, p, resist, human 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -3.998, relative change = 9.733e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -3.993, relative change = 1.278e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -3.987, relative change = 1.577e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -3.981, relative change = 1.549e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -3.975, relative change = 1.340e-03) 
## Topic 1: --, kill, rebel, armi, lra 
##  Topic 2: new, vision, kampala, africa, apr 
##  Topic 3: polit, uganda, p, resist, human 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -3.971, relative change = 1.227e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -3.966, relative change = 1.079e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -3.962, relative change = 1.046e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -3.957, relative change = 1.178e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -3.953, relative change = 1.207e-03) 
## Topic 1: --, kill, rebel, armi, lra 
##  Topic 2: new, vision, africa, kampala, apr 
##  Topic 3: polit, uganda, sudan, p, resist 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -3.949, relative change = 9.685e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -3.947, relative change = 4.982e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -3.947, relative change = 7.885e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ....
##   Recovering initialization...
##      ....
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.316) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.291, relative change = 5.726e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.084, relative change = 4.828e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -3.969, relative change = 2.813e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -3.926, relative change = 1.075e-02) 
## Topic 1: lra, crisi, ambush, attack, resist 
##  Topic 2: rebel, kill, --, armi, ugandan 
##  Topic 3: new, vision, africa, --, kampala 
##  Topic 4: --, sudan, uganda, africa, armi 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -3.901, relative change = 6.510e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -3.881, relative change = 5.112e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -3.865, relative change = 3.990e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -3.852, relative change = 3.442e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -3.840, relative change = 2.973e-03) 
## Topic 1: lra, crisi, ambush, attack, french 
##  Topic 2: --, kill, rebel, armi, ugandan 
##  Topic 3: africa, new, vision, kampala, polit 
##  Topic 4: --, sudan, uganda, africa, human 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -3.832, relative change = 2.248e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -3.826, relative change = 1.393e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -3.823, relative change = 7.565e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -3.822, relative change = 5.190e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -3.820, relative change = 5.121e-04) 
## Topic 1: lra, crisi, ambush, attack, french 
##  Topic 2: --, kill, rebel, armi, ugandan 
##  Topic 3: africa, new, vision, kampala, polit 
##  Topic 4: --, sudan, africa, uganda, human 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -3.817, relative change = 6.480e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -3.814, relative change = 7.550e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -3.812, relative change = 6.946e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -3.810, relative change = 4.478e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -3.808, relative change = 4.344e-04) 
## Topic 1: lra, crisi, ambush, attack, french 
##  Topic 2: --, kill, rebel, armi, ugandan 
##  Topic 3: africa, new, vision, kampala, polit 
##  Topic 4: --, sudan, africa, uganda, human 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -3.806, relative change = 4.996e-04) 
## ....................................................................................................
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## Completing Iteration 22 (approx. per word bound = -3.804, relative change = 4.697e-04) 
## ....................................................................................................
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## Completing Iteration 23 (approx. per word bound = -3.802, relative change = 5.545e-04) 
## ....................................................................................................
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## Completing Iteration 24 (approx. per word bound = -3.800, relative change = 6.255e-04) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -3.798, relative change = 6.070e-04) 
## Topic 1: lra, crisi, french, koni, provinc 
##  Topic 2: --, kill, rebel, armi, ugandan 
##  Topic 3: africa, new, vision, kampala, polit 
##  Topic 4: --, africa, sudan, uganda, human 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 26 (approx. per word bound = -3.796, relative change = 4.964e-04) 
## ....................................................................................................
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## Completing Iteration 27 (approx. per word bound = -3.794, relative change = 3.693e-04) 
## ....................................................................................................
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## Completing Iteration 28 (approx. per word bound = -3.793, relative change = 2.895e-04) 
## ....................................................................................................
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## Completing Iteration 29 (approx. per word bound = -3.792, relative change = 2.325e-04) 
## ....................................................................................................
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## Completing Iteration 30 (approx. per word bound = -3.792, relative change = 1.897e-04) 
## Topic 1: lra, crisi, french, koni, provinc 
##  Topic 2: --, kill, rebel, armi, ugandan 
##  Topic 3: africa, new, vision, kampala, polit 
##  Topic 4: --, africa, sudan, uganda, human 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -3.791, relative change = 1.660e-04) 
## ....................................................................................................
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## Completing Iteration 32 (approx. per word bound = -3.790, relative change = 1.708e-04) 
## ....................................................................................................
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## Completing Iteration 33 (approx. per word bound = -3.790, relative change = 2.030e-04) 
## ....................................................................................................
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## Completing Iteration 34 (approx. per word bound = -3.789, relative change = 2.498e-04) 
## ....................................................................................................
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## Completing Iteration 35 (approx. per word bound = -3.788, relative change = 1.891e-04) 
## Topic 1: lra, crisi, french, koni, provinc 
##  Topic 2: --, kill, rebel, armi, ugandan 
##  Topic 3: africa, new, vision, kampala, polit 
##  Topic 4: --, africa, sudan, uganda, human 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -3.787, relative change = 1.721e-04) 
## ....................................................................................................
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## Completing Iteration 37 (approx. per word bound = -3.787, relative change = 1.748e-04) 
## ....................................................................................................
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## Completing Iteration 38 (approx. per word bound = -3.786, relative change = 1.794e-04) 
## ....................................................................................................
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## Completing Iteration 39 (approx. per word bound = -3.785, relative change = 1.977e-04) 
## ....................................................................................................
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## Completing Iteration 40 (approx. per word bound = -3.784, relative change = 2.135e-04) 
## Topic 1: lra, crisi, french, koni, provinc 
##  Topic 2: --, kill, rebel, armi, ugandan 
##  Topic 3: africa, new, vision, kampala, polit 
##  Topic 4: --, africa, sudan, uganda, human 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 41 (approx. per word bound = -3.784, relative change = 2.409e-04) 
## ....................................................................................................
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## Completing Iteration 42 (approx. per word bound = -3.783, relative change = 1.815e-04) 
## ....................................................................................................
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## Completing Iteration 43 (approx. per word bound = -3.782, relative change = 1.717e-04) 
## ....................................................................................................
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## Completing Iteration 44 (approx. per word bound = -3.782, relative change = 1.791e-04) 
## ....................................................................................................
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## Completing Iteration 45 (approx. per word bound = -3.781, relative change = 2.044e-04) 
## Topic 1: lra, crisi, french, koni, provinc 
##  Topic 2: --, kill, rebel, armi, ugandan 
##  Topic 3: africa, new, vision, kampala, polit 
##  Topic 4: --, africa, uganda, sudan, human 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 46 (approx. per word bound = -3.780, relative change = 1.831e-04) 
## ....................................................................................................
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## Completing Iteration 47 (approx. per word bound = -3.780, relative change = 1.494e-04) 
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## Completing Iteration 48 (approx. per word bound = -3.779, relative change = 1.212e-04) 
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## Completing Iteration 49 (approx. per word bound = -3.779, relative change = 1.379e-04) 
## ....................................................................................................
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## Completing Iteration 50 (approx. per word bound = -3.778, relative change = 1.512e-04) 
## Topic 1: lra, crisi, french, koni, provinc 
##  Topic 2: --, kill, rebel, armi, ugandan 
##  Topic 3: africa, new, vision, kampala, polit 
##  Topic 4: --, africa, uganda, sudan, human 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 51 (approx. per word bound = -3.778, relative change = 9.712e-05) 
## ....................................................................................................
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## Completing Iteration 52 (approx. per word bound = -3.777, relative change = 6.450e-05) 
## ....................................................................................................
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## Completing Iteration 53 (approx. per word bound = -3.777, relative change = 5.781e-05) 
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## Completing Iteration 54 (approx. per word bound = -3.777, relative change = 6.290e-05) 
## ....................................................................................................
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## Completing Iteration 55 (approx. per word bound = -3.776, relative change = 1.175e-04) 
## Topic 1: lra, crisi, french, koni, provinc 
##  Topic 2: --, kill, rebel, armi, ugandan 
##  Topic 3: africa, new, vision, kampala, polit 
##  Topic 4: --, africa, uganda, sudan, human 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 56 (approx. per word bound = -3.776, relative change = 1.588e-04) 
## ....................................................................................................
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## Completing Iteration 57 (approx. per word bound = -3.775, relative change = 1.239e-04) 
## ....................................................................................................
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## Completing Iteration 58 (approx. per word bound = -3.775, relative change = 4.771e-05) 
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## Completing Iteration 59 (approx. per word bound = -3.775, relative change = 4.050e-05) 
## ....................................................................................................
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## Completing Iteration 60 (approx. per word bound = -3.775, relative change = 3.760e-05) 
## Topic 1: lra, crisi, french, koni, provinc 
##  Topic 2: --, kill, rebel, armi, ugandan 
##  Topic 3: africa, new, vision, kampala, polit 
##  Topic 4: --, africa, uganda, sudan, human 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 61 (approx. per word bound = -3.775, relative change = 3.485e-05) 
## ....................................................................................................
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## Completing Iteration 62 (approx. per word bound = -3.775, relative change = 3.265e-05) 
## ....................................................................................................
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## Completing Iteration 63 (approx. per word bound = -3.775, relative change = 3.074e-05) 
## ....................................................................................................
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## Completing Iteration 64 (approx. per word bound = -3.774, relative change = 2.883e-05) 
## ....................................................................................................
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## Completing Iteration 65 (approx. per word bound = -3.774, relative change = 2.732e-05) 
## Topic 1: lra, crisi, french, koni, provinc 
##  Topic 2: --, kill, rebel, armi, ugandan 
##  Topic 3: africa, new, vision, kampala, polit 
##  Topic 4: --, africa, uganda, sudan, human 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 66 (approx. per word bound = -3.774, relative change = 2.609e-05) 
## ....................................................................................................
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## Completing Iteration 67 (approx. per word bound = -3.774, relative change = 2.463e-05) 
## ....................................................................................................
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## Completing Iteration 68 (approx. per word bound = -3.774, relative change = 2.337e-05) 
## ....................................................................................................
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## Completing Iteration 69 (approx. per word bound = -3.774, relative change = 2.262e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 70 (approx. per word bound = -3.774, relative change = 2.176e-05) 
## Topic 1: lra, crisi, french, koni, provinc 
##  Topic 2: --, kill, rebel, armi, ugandan 
##  Topic 3: africa, new, vision, kampala, polit 
##  Topic 4: --, africa, uganda, sudan, human 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 71 (approx. per word bound = -3.774, relative change = 2.124e-05) 
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## Completing Iteration 72 (approx. per word bound = -3.774, relative change = 2.077e-05) 
## ....................................................................................................
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## Completing Iteration 73 (approx. per word bound = -3.774, relative change = 2.037e-05) 
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## Completing Iteration 74 (approx. per word bound = -3.774, relative change = 2.097e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 75 (approx. per word bound = -3.773, relative change = 2.348e-05) 
## Topic 1: lra, crisi, french, koni, provinc 
##  Topic 2: --, kill, rebel, armi, ugandan 
##  Topic 3: africa, new, vision, kampala, polit 
##  Topic 4: --, africa, uganda, sudan, human 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 76 (approx. per word bound = -3.773, relative change = 2.880e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 77 (approx. per word bound = -3.773, relative change = 3.718e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 78 (approx. per word bound = -3.773, relative change = 3.727e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 79 (approx. per word bound = -3.773, relative change = 3.364e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 80 (approx. per word bound = -3.773, relative change = 2.059e-05) 
## Topic 1: lra, crisi, french, koni, provinc 
##  Topic 2: --, kill, rebel, armi, ugandan 
##  Topic 3: africa, new, vision, kampala, polit 
##  Topic 4: --, africa, uganda, sudan, human 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 81 (approx. per word bound = -3.773, relative change = 1.708e-05) 
## ....................................................................................................
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## Completing Iteration 82 (approx. per word bound = -3.773, relative change = 1.602e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 83 (approx. per word bound = -3.773, relative change = 1.529e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 84 (approx. per word bound = -3.773, relative change = 1.479e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 85 (approx. per word bound = -3.773, relative change = 1.414e-05) 
## Topic 1: lra, crisi, french, koni, provinc 
##  Topic 2: --, kill, rebel, armi, ugandan 
##  Topic 3: africa, new, vision, kampala, polit 
##  Topic 4: --, africa, uganda, sudan, human 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 86 (approx. per word bound = -3.773, relative change = 1.413e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 87 (approx. per word bound = -3.772, relative change = 1.339e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 88 (approx. per word bound = -3.772, relative change = 1.304e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 89 (approx. per word bound = -3.772, relative change = 1.250e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 90 (approx. per word bound = -3.772, relative change = 1.223e-05) 
## Topic 1: lra, crisi, french, koni, provinc 
##  Topic 2: --, kill, rebel, armi, ugandan 
##  Topic 3: africa, new, vision, kampala, polit 
##  Topic 4: --, africa, uganda, sudan, human 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 91 (approx. per word bound = -3.772, relative change = 1.229e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 92 (approx. per word bound = -3.772, relative change = 1.168e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 93 (approx. per word bound = -3.772, relative change = 1.152e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 94 (approx. per word bound = -3.772, relative change = 1.138e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 95 (approx. per word bound = -3.772, relative change = 1.110e-05) 
## Topic 1: lra, crisi, french, koni, provinc 
##  Topic 2: --, kill, rebel, armi, ugandan 
##  Topic 3: africa, new, vision, kampala, polit 
##  Topic 4: --, africa, uganda, sudan, human 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 96 (approx. per word bound = -3.772, relative change = 1.172e-05) 
## ....................................................................................................
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## Completing Iteration 97 (approx. per word bound = -3.772, relative change = 1.161e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 98 (approx. per word bound = -3.772, relative change = 1.274e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 99 (approx. per word bound = -3.772, relative change = 1.357e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 100 (approx. per word bound = -3.772, relative change = 1.627e-05) 
## Topic 1: lra, crisi, french, koni, provinc 
##  Topic 2: --, kill, rebel, armi, ugandan 
##  Topic 3: africa, new, vision, kampala, polit 
##  Topic 4: --, africa, uganda, sudan, human 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 101 (approx. per word bound = -3.772, relative change = 1.933e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 102 (approx. per word bound = -3.772, relative change = 2.668e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 103 (approx. per word bound = -3.772, relative change = 3.973e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 104 (approx. per word bound = -3.771, relative change = 6.566e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 105 (approx. per word bound = -3.771, relative change = 8.085e-05) 
## Topic 1: lra, crisi, french, koni, provinc 
##  Topic 2: --, kill, rebel, armi, ugandan 
##  Topic 3: africa, new, vision, kampala, polit 
##  Topic 4: --, africa, uganda, sudan, human 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 106 (approx. per word bound = -3.771, relative change = 8.199e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 107 (approx. per word bound = -3.771, relative change = 3.962e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 108 (approx. per word bound = -3.770, relative change = 2.018e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 109 (approx. per word bound = -3.770, relative change = 1.494e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 110 (approx. per word bound = -3.770, relative change = 1.300e-05) 
## Topic 1: lra, crisi, french, koni, provinc 
##  Topic 2: --, kill, rebel, armi, ugandan 
##  Topic 3: africa, new, vision, kampala, polit 
##  Topic 4: --, africa, uganda, sudan, human 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 111 (approx. per word bound = -3.770, relative change = 1.160e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 112 (approx. per word bound = -3.770, relative change = 1.168e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 113 (approx. per word bound = -3.770, relative change = 1.081e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 114 (approx. per word bound = -3.770, relative change = 1.019e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 115 (approx. per word bound = -3.770, relative change = 1.016e-05) 
## Topic 1: lra, crisi, french, koni, provinc 
##  Topic 2: --, kill, rebel, armi, ugandan 
##  Topic 3: africa, new, vision, kampala, polit 
##  Topic 4: --, africa, uganda, sudan, human 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      .....
##   Recovering initialization...
##      ....
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.321) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.251, relative change = 1.613e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.220, relative change = 7.298e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ......
##   Recovering initialization...
##      ....
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.264) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.220, relative change = 1.040e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.056, relative change = 3.891e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -3.888, relative change = 4.121e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -3.823, relative change = 1.680e-02) 
## Topic 1: crisi, war, french, provinc, humanitair 
##  Topic 2: new, vision, africa, kampala, polit 
##  Topic 3: --, lra, attack, incid, congo 
##  Topic 4: sudan, --, kill, lra, africa 
##  Topic 5: rebel, kill, --, armi, ugandan 
##  Topic 6: --, uganda, p, africa, ambush 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -3.790, relative change = 8.592e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -3.773, relative change = 4.477e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -3.762, relative change = 2.893e-03) 
## ....................................................................................................
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## Completing Iteration 9 (approx. per word bound = -3.751, relative change = 2.891e-03) 
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## Completing Iteration 10 (approx. per word bound = -3.741, relative change = 2.917e-03) 
## Topic 1: war, french, provinc, humanitair, oriental 
##  Topic 2: africa, new, vision, kampala, polit 
##  Topic 3: --, lra, crisi, attack, incid 
##  Topic 4: sudan, africa, lra, kill, armi 
##  Topic 5: rebel, kill, armi, --, ugandan 
##  Topic 6: uganda, --, ambush, p, ai 
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## Completing Iteration 11 (approx. per word bound = -3.728, relative change = 3.219e-03) 
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## Completing Iteration 13 (approx. per word bound = -3.708, relative change = 2.333e-03) 
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## Completing Iteration 15 (approx. per word bound = -3.700, relative change = 9.111e-04) 
## Topic 1: french, provinc, humanitair, oriental, au 
##  Topic 2: africa, new, vision, kampala, polit 
##  Topic 3: --, lra, crisi, attack, incid 
##  Topic 4: sudan, africa, kill, lra, armi 
##  Topic 5: rebel, kill, --, armi, ugandan 
##  Topic 6: uganda, --, ambush, p, ai 
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## Completing Iteration 16 (approx. per word bound = -3.696, relative change = 8.908e-04) 
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## Completing Iteration 20 (approx. per word bound = -3.690, relative change = 5.080e-04) 
## Topic 1: french, provinc, humanitair, oriental, au 
##  Topic 2: africa, new, vision, kampala, polit 
##  Topic 3: --, lra, crisi, attack, incid 
##  Topic 4: sudan, africa, kill, lra, armi 
##  Topic 5: rebel, kill, --, armi, ugandan 
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## Completing Iteration 25 (approx. per word bound = -3.686, relative change = 2.511e-04) 
## Topic 1: french, provinc, humanitair, oriental, au 
##  Topic 2: africa, new, vision, kampala, polit 
##  Topic 3: --, lra, crisi, attack, incid 
##  Topic 4: sudan, africa, kill, lra, armi 
##  Topic 5: rebel, kill, --, armi, ugandan 
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## Completing Iteration 26 (approx. per word bound = -3.685, relative change = 2.678e-04) 
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## Completing Iteration 30 (approx. per word bound = -3.682, relative change = 1.615e-04) 
## Topic 1: french, provinc, humanitair, oriental, au 
##  Topic 2: africa, new, vision, kampala, polit 
##  Topic 3: --, lra, crisi, attack, incid 
##  Topic 4: sudan, africa, kill, lra, ugandan 
##  Topic 5: rebel, kill, --, armi, ugandan 
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## Completing Iteration 31 (approx. per word bound = -3.682, relative change = 2.294e-04) 
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## Completing Iteration 35 (approx. per word bound = -3.676, relative change = 2.942e-04) 
## Topic 1: french, provinc, humanitair, oriental, au 
##  Topic 2: africa, new, vision, kampala, polit 
##  Topic 3: --, lra, crisi, attack, incid 
##  Topic 4: sudan, kill, africa, lra, ugandan 
##  Topic 5: rebel, kill, --, armi, ugandan 
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## Completing Iteration 36 (approx. per word bound = -3.675, relative change = 3.004e-04) 
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## Completing Iteration 40 (approx. per word bound = -3.672, relative change = 1.709e-04) 
## Topic 1: french, provinc, humanitair, oriental, au 
##  Topic 2: africa, new, vision, kampala, polit 
##  Topic 3: --, lra, crisi, attack, incid 
##  Topic 4: kill, africa, sudan, lra, ugandan 
##  Topic 5: rebel, kill, --, armi, ugandan 
##  Topic 6: uganda, --, ambush, p, ai 
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## Completing Iteration 41 (approx. per word bound = -3.671, relative change = 1.488e-04) 
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## Completing Iteration 45 (approx. per word bound = -3.669, relative change = 9.362e-05) 
## Topic 1: french, provinc, humanitair, oriental, au 
##  Topic 2: africa, new, vision, kampala, polit 
##  Topic 3: --, lra, crisi, attack, incid 
##  Topic 4: kill, africa, sudan, lra, ugandan 
##  Topic 5: rebel, kill, --, armi, ugandan 
##  Topic 6: uganda, --, ambush, p, ai 
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## Completing Iteration 46 (approx. per word bound = -3.669, relative change = 1.127e-04) 
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## Completing Iteration 50 (approx. per word bound = -3.667, relative change = 1.004e-04) 
## Topic 1: french, provinc, humanitair, oriental, au 
##  Topic 2: africa, new, vision, kampala, polit 
##  Topic 3: --, lra, crisi, attack, incid 
##  Topic 4: kill, africa, sudan, lra, rebel 
##  Topic 5: rebel, kill, --, armi, ugandan 
##  Topic 6: uganda, --, ambush, p, ai 
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## Completing Iteration 51 (approx. per word bound = -3.666, relative change = 8.315e-05) 
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## Completing Iteration 53 (approx. per word bound = -3.666, relative change = 7.891e-05) 
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## Completing Iteration 54 (approx. per word bound = -3.665, relative change = 9.350e-05) 
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## Completing Iteration 55 (approx. per word bound = -3.665, relative change = 1.635e-04) 
## Topic 1: french, provinc, humanitair, oriental, au 
##  Topic 2: africa, new, vision, kampala, polit 
##  Topic 3: --, lra, crisi, attack, incid 
##  Topic 4: kill, africa, sudan, lra, rebel 
##  Topic 5: rebel, kill, --, armi, ugandan 
##  Topic 6: uganda, --, ambush, p, ai 
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## Completing Iteration 56 (approx. per word bound = -3.664, relative change = 1.902e-04) 
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## Completing Iteration 57 (approx. per word bound = -3.664, relative change = 9.113e-05) 
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## Completing Iteration 58 (approx. per word bound = -3.664, relative change = 7.443e-05) 
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## Completing Iteration 59 (approx. per word bound = -3.663, relative change = 7.048e-05) 
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## Completing Iteration 60 (approx. per word bound = -3.663, relative change = 6.755e-05) 
## Topic 1: french, provinc, humanitair, oriental, au 
##  Topic 2: africa, new, vision, kampala, polit 
##  Topic 3: --, lra, crisi, attack, incid 
##  Topic 4: kill, africa, sudan, lra, rebel 
##  Topic 5: rebel, kill, --, armi, ugandan 
##  Topic 6: uganda, --, ambush, p, ai 
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## Completing Iteration 61 (approx. per word bound = -3.663, relative change = 6.348e-05) 
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## Completing Iteration 62 (approx. per word bound = -3.663, relative change = 5.951e-05) 
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## Completing Iteration 63 (approx. per word bound = -3.662, relative change = 5.422e-05) 
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## Completing Iteration 64 (approx. per word bound = -3.662, relative change = 5.159e-05) 
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## Completing Iteration 65 (approx. per word bound = -3.662, relative change = 4.912e-05) 
## Topic 1: french, provinc, humanitair, oriental, au 
##  Topic 2: africa, new, vision, kampala, polit 
##  Topic 3: --, lra, crisi, attack, incid 
##  Topic 4: kill, africa, sudan, lra, rebel 
##  Topic 5: rebel, kill, --, armi, ugandan 
##  Topic 6: uganda, --, ambush, p, ai 
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## Completing Iteration 66 (approx. per word bound = -3.662, relative change = 4.638e-05) 
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## Completing Iteration 67 (approx. per word bound = -3.662, relative change = 4.507e-05) 
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## Completing Iteration 68 (approx. per word bound = -3.661, relative change = 4.323e-05) 
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## Completing Iteration 69 (approx. per word bound = -3.661, relative change = 4.210e-05) 
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## Completing Iteration 70 (approx. per word bound = -3.661, relative change = 3.987e-05) 
## Topic 1: french, provinc, humanitair, oriental, au 
##  Topic 2: africa, new, vision, kampala, polit 
##  Topic 3: --, lra, crisi, attack, incid 
##  Topic 4: kill, africa, sudan, lra, rebel 
##  Topic 5: rebel, kill, --, armi, ugandan 
##  Topic 6: uganda, --, ambush, p, ai 
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## Completing Iteration 71 (approx. per word bound = -3.661, relative change = 3.928e-05) 
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## Completing Iteration 72 (approx. per word bound = -3.661, relative change = 3.804e-05) 
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## Completing Iteration 73 (approx. per word bound = -3.661, relative change = 3.797e-05) 
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## Completing Iteration 74 (approx. per word bound = -3.661, relative change = 3.955e-05) 
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## Completing Iteration 75 (approx. per word bound = -3.660, relative change = 4.718e-05) 
## Topic 1: french, provinc, humanitair, oriental, au 
##  Topic 2: africa, new, vision, kampala, polit 
##  Topic 3: --, lra, crisi, attack, incid 
##  Topic 4: kill, africa, lra, sudan, rebel 
##  Topic 5: rebel, kill, --, armi, ugandan 
##  Topic 6: uganda, --, ambush, p, ai 
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## Completing Iteration 76 (approx. per word bound = -3.660, relative change = 7.262e-05) 
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## Completing Iteration 77 (approx. per word bound = -3.660, relative change = 6.553e-05) 
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## Completing Iteration 78 (approx. per word bound = -3.660, relative change = 4.394e-05) 
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## Completing Iteration 79 (approx. per word bound = -3.660, relative change = 3.483e-05) 
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## Completing Iteration 80 (approx. per word bound = -3.660, relative change = 3.203e-05) 
## Topic 1: french, provinc, humanitair, oriental, au 
##  Topic 2: africa, new, vision, kampala, polit 
##  Topic 3: --, lra, crisi, attack, incid 
##  Topic 4: kill, africa, lra, sudan, rebel 
##  Topic 5: rebel, kill, --, armi, ugandan 
##  Topic 6: uganda, --, ambush, p, ai 
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## Completing Iteration 81 (approx. per word bound = -3.659, relative change = 3.118e-05) 
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## Completing Iteration 82 (approx. per word bound = -3.659, relative change = 3.052e-05) 
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## Completing Iteration 83 (approx. per word bound = -3.659, relative change = 2.940e-05) 
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## Completing Iteration 84 (approx. per word bound = -3.659, relative change = 2.832e-05) 
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## Completing Iteration 85 (approx. per word bound = -3.659, relative change = 2.934e-05) 
## Topic 1: french, provinc, humanitair, oriental, au 
##  Topic 2: africa, new, vision, kampala, polit 
##  Topic 3: --, lra, crisi, attack, incid 
##  Topic 4: kill, africa, lra, sudan, rebel 
##  Topic 5: rebel, kill, --, armi, ugandan 
##  Topic 6: uganda, --, ambush, p, ai 
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## Completing Iteration 86 (approx. per word bound = -3.659, relative change = 2.808e-05) 
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## Completing Iteration 87 (approx. per word bound = -3.659, relative change = 2.878e-05) 
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## Completing Iteration 88 (approx. per word bound = -3.659, relative change = 2.983e-05) 
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## Completing Iteration 89 (approx. per word bound = -3.659, relative change = 3.197e-05) 
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## Completing Iteration 90 (approx. per word bound = -3.658, relative change = 3.602e-05) 
## Topic 1: french, provinc, humanitair, oriental, au 
##  Topic 2: africa, new, vision, kampala, polit 
##  Topic 3: --, lra, crisi, attack, incid 
##  Topic 4: kill, africa, lra, sudan, rebel 
##  Topic 5: rebel, kill, --, armi, ugandan 
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## Completing Iteration 91 (approx. per word bound = -3.658, relative change = 4.067e-05) 
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## Completing Iteration 92 (approx. per word bound = -3.658, relative change = 4.060e-05) 
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## Completing Iteration 93 (approx. per word bound = -3.658, relative change = 3.967e-05) 
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## Completing Iteration 94 (approx. per word bound = -3.658, relative change = 3.963e-05) 
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## Completing Iteration 95 (approx. per word bound = -3.658, relative change = 3.712e-05) 
## Topic 1: french, provinc, humanitair, oriental, au 
##  Topic 2: africa, new, vision, kampala, polit 
##  Topic 3: --, lra, crisi, attack, incid 
##  Topic 4: kill, africa, lra, sudan, rebel 
##  Topic 5: rebel, kill, --, armi, ugandan 
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## Completing Iteration 96 (approx. per word bound = -3.658, relative change = 3.595e-05) 
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## Completing Iteration 97 (approx. per word bound = -3.657, relative change = 3.657e-05) 
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## Completing Iteration 98 (approx. per word bound = -3.657, relative change = 3.674e-05) 
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## Completing Iteration 99 (approx. per word bound = -3.657, relative change = 3.798e-05) 
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## Completing Iteration 100 (approx. per word bound = -3.657, relative change = 4.020e-05) 
## Topic 1: french, provinc, humanitair, oriental, au 
##  Topic 2: africa, new, vision, kampala, polit 
##  Topic 3: --, lra, crisi, attack, incid 
##  Topic 4: kill, africa, lra, sudan, rebel 
##  Topic 5: rebel, kill, --, armi, ugandan 
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## Completing Iteration 101 (approx. per word bound = -3.657, relative change = 4.298e-05) 
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## Completing Iteration 102 (approx. per word bound = -3.657, relative change = 4.583e-05) 
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## Completing Iteration 103 (approx. per word bound = -3.657, relative change = 4.806e-05) 
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## Completing Iteration 104 (approx. per word bound = -3.656, relative change = 4.825e-05) 
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## Completing Iteration 105 (approx. per word bound = -3.656, relative change = 4.728e-05) 
## Topic 1: french, provinc, humanitair, oriental, au 
##  Topic 2: africa, new, vision, kampala, polit 
##  Topic 3: --, lra, crisi, attack, incid 
##  Topic 4: kill, africa, lra, rebel, sudan 
##  Topic 5: rebel, kill, --, armi, ugandan 
##  Topic 6: uganda, --, ambush, p, ai 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 106 (approx. per word bound = -3.656, relative change = 4.129e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 107 (approx. per word bound = -3.656, relative change = 3.521e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 108 (approx. per word bound = -3.656, relative change = 2.820e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 109 (approx. per word bound = -3.656, relative change = 2.348e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 110 (approx. per word bound = -3.656, relative change = 2.010e-05) 
## Topic 1: french, provinc, humanitair, oriental, au 
##  Topic 2: africa, new, vision, kampala, polit 
##  Topic 3: --, lra, crisi, attack, incid 
##  Topic 4: kill, africa, lra, rebel, ugandan 
##  Topic 5: rebel, kill, --, armi, ugandan 
##  Topic 6: uganda, --, ambush, p, ai 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 111 (approx. per word bound = -3.656, relative change = 1.830e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 112 (approx. per word bound = -3.656, relative change = 1.630e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 113 (approx. per word bound = -3.655, relative change = 1.550e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 114 (approx. per word bound = -3.655, relative change = 1.453e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 115 (approx. per word bound = -3.655, relative change = 1.534e-05) 
## Topic 1: french, provinc, humanitair, oriental, au 
##  Topic 2: africa, new, vision, kampala, polit 
##  Topic 3: --, lra, crisi, attack, incid 
##  Topic 4: kill, africa, lra, rebel, ugandan 
##  Topic 5: rebel, kill, --, armi, ugandan 
##  Topic 6: uganda, --, ambush, p, ai 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 116 (approx. per word bound = -3.655, relative change = 1.801e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 117 (approx. per word bound = -3.655, relative change = 2.213e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 118 (approx. per word bound = -3.655, relative change = 2.717e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 119 (approx. per word bound = -3.655, relative change = 2.398e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 120 (approx. per word bound = -3.655, relative change = 2.067e-05) 
## Topic 1: french, provinc, humanitair, oriental, au 
##  Topic 2: africa, new, vision, kampala, polit 
##  Topic 3: --, lra, crisi, attack, incid 
##  Topic 4: kill, africa, lra, rebel, ugandan 
##  Topic 5: rebel, kill, --, armi, ugandan 
##  Topic 6: uganda, --, ambush, p, ai 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 121 (approx. per word bound = -3.655, relative change = 1.682e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 122 (approx. per word bound = -3.655, relative change = 1.475e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 123 (approx. per word bound = -3.655, relative change = 1.359e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 124 (approx. per word bound = -3.655, relative change = 1.273e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 125 (approx. per word bound = -3.655, relative change = 1.238e-05) 
## Topic 1: french, provinc, humanitair, oriental, au 
##  Topic 2: africa, new, vision, kampala, polit 
##  Topic 3: --, lra, crisi, attack, incid 
##  Topic 4: kill, africa, lra, rebel, ugandan 
##  Topic 5: rebel, kill, --, armi, ugandan 
##  Topic 6: uganda, --, ambush, p, ai 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 126 (approx. per word bound = -3.655, relative change = 1.152e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 127 (approx. per word bound = -3.655, relative change = 1.188e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 128 (approx. per word bound = -3.655, relative change = 1.139e-05) 
## ....................................................................................................
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## Completing Iteration 129 (approx. per word bound = -3.655, relative change = 1.146e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 130 (approx. per word bound = -3.654, relative change = 1.107e-05) 
## Topic 1: french, provinc, humanitair, oriental, au 
##  Topic 2: africa, new, vision, kampala, polit 
##  Topic 3: --, lra, crisi, attack, incid 
##  Topic 4: kill, africa, lra, rebel, ugandan 
##  Topic 5: rebel, kill, --, armi, ugandan 
##  Topic 6: uganda, --, ambush, p, ai 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 131 (approx. per word bound = -3.654, relative change = 1.157e-05) 
## ....................................................................................................
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## Completing Iteration 132 (approx. per word bound = -3.654, relative change = 1.022e-05) 
## ....................................................................................................
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## Completing Iteration 133 (approx. per word bound = -3.654, relative change = 1.082e-05) 
## ....................................................................................................
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## Completing Iteration 134 (approx. per word bound = -3.654, relative change = 1.057e-05) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 135 (approx. per word bound = -3.654, relative change = 1.007e-05) 
## Topic 1: french, provinc, humanitair, oriental, au 
##  Topic 2: africa, new, vision, kampala, polit 
##  Topic 3: --, lra, crisi, attack, incid 
##  Topic 4: kill, africa, lra, rebel, ugandan 
##  Topic 5: rebel, kill, --, armi, ugandan 
##  Topic 6: uganda, --, ambush, p, ai 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 136 (approx. per word bound = -3.654, relative change = 1.020e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      .......
##   Recovering initialization...
##      ....
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.266) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.134, relative change = 3.100e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ........
##   Recovering initialization...
##      ....
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.491) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      .........
##   Recovering initialization...
##      ....
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.455) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ..........
##   Recovering initialization...
##      ....
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.454) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ...........
##   Recovering initialization...
##      ....
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.543) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ............
##   Recovering initialization...
##      ....
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.806) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.750, relative change = 1.150e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      .............
##   Recovering initialization...
##      ....
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.857) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.816, relative change = 8.572e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.659, relative change = 3.246e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.454, relative change = 4.410e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.270, relative change = 4.135e-02) 
## Topic 1: kill, ugandan, uganda, crisi, armi 
##  Topic 2: africa, three, nine, say, okapi 
##  Topic 3: africa, three, nine, say, okapi 
##  Topic 4: armi, africa, central, bulletin, resist 
##  Topic 5: p, war, ai, break, zone 
##  Topic 6: p, war, command, africa, à 
##  Topic 7: africa, w, incid, armi, one 
##  Topic 8: --, ambush, soldier, five, via 
##  Topic 9: vision, armi, sudan, polit, sep 
##  Topic 10: --, daili, provinc, humanitair, oriental 
##  Topic 11: lra, kampala, claim, clash, bunia 
##  Topic 12: new, comtex, koni, raid, ionl 
##  Topic 13: rebel, apr, attack, french, eight 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.174, relative change = 2.235e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ..............
##   Recovering initialization...
##      ....
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.763) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ...............
##   Recovering initialization...
##      ....
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -5.227) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.741, relative change = 9.297e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.561, relative change = 3.802e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.409, relative change = 3.343e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.260, relative change = 3.364e-02) 
## Topic 1: africa, crisi, eight, drcongo, seven 
##  Topic 2: uganda, kill, apr, ai, break 
##  Topic 3: uganda, kill, apr, ai, break 
##  Topic 4: kill, updf, forc, lord, troop 
##  Topic 5: kill, uganda, deux, tué, haut 
##  Topic 6: kill, three, uganda, ionl, koni 
##  Topic 7: kill, four, koni, enough, troop 
##  Topic 8: claim, five, command, dow, arm 
##  Topic 9: vision, french, candip, past, sep 
##  Topic 10: lra, kampala, comtex, armi, incid 
##  Topic 11: nine, war, human, provinc, humanitair 
##  Topic 12: new, ugandan, two, attack, via 
##  Topic 13: sudan, ambush, region, bunia, vol 
##  Topic 14: rebel, ugandan, soldier, rescu, peopl 
##  Topic 15: --, armi, ugandan, polit, p 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -4.107, relative change = 3.609e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -4.045, relative change = 1.491e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -3.994, relative change = 1.267e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -3.953, relative change = 1.037e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -3.916, relative change = 9.264e-03) 
## Topic 1: africa, crisi, eight, drcongo, seven 
##  Topic 2: uganda, p, ai, break, war 
##  Topic 3: uganda, kill, apr, global, past 
##  Topic 4: kill, updf, lord, resist, forc 
##  Topic 5: kill, la, deux, tué, leader 
##  Topic 6: kill, three, ionl, koni, fight 
##  Topic 7: four, kill, koni, enough, cite 
##  Topic 8: claim, five, command, dow, arm 
##  Topic 9: vision, french, candip, sep, kinshasa 
##  Topic 10: lra, kampala, comtex, incid, daili 
##  Topic 11: nine, provinc, humanitair, oriental, au 
##  Topic 12: new, two, attack, via, raid 
##  Topic 13: sudan, ambush, region, bunia, vol 
##  Topic 14: rebel, ugandan, soldier, clash, rescu 
##  Topic 15: --, armi, polit, say, ugandan 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -3.889, relative change = 6.867e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -3.865, relative change = 6.153e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -3.846, relative change = 5.014e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -3.829, relative change = 4.282e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -3.812, relative change = 4.512e-03) 
## Topic 1: africa, crisi, polit, eight, drcongo 
##  Topic 2: uganda, p, human, --, ai 
##  Topic 3: uganda, kill, apr, global, two 
##  Topic 4: updf, attack, kill, lord, resist 
##  Topic 5: kill, la, à, de, okapi 
##  Topic 6: three, kill, ionl, peopl, koni 
##  Topic 7: four, enough, koni, soldier, cite 
##  Topic 8: claim, five, command, soldier, dow 
##  Topic 9: vision, french, candip, sep, kinshasa 
##  Topic 10: lra, kampala, comtex, daili, incid 
##  Topic 11: nine, provinc, humanitair, oriental, au 
##  Topic 12: new, via, raid, jun, foil 
##  Topic 13: sudan, ambush, region, bunia, vol 
##  Topic 14: rebel, ugandan, rescu, clash, captiv 
##  Topic 15: --, armi, say, ugandan, govt 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -3.796, relative change = 4.105e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -3.786, relative change = 2.745e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -3.777, relative change = 2.263e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -3.768, relative change = 2.370e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -3.760, relative change = 2.151e-03) 
## Topic 1: africa, crisi, polit, drcongo, eight 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: uganda, kill, apr, two, global 
##  Topic 4: attack, updf, lord, resist, troop 
##  Topic 5: kill, la, à, de, say 
##  Topic 6: three, ionl, arm, peopl, kill 
##  Topic 7: four, region, enough, cite, soldier 
##  Topic 8: claim, five, soldier, command, dow 
##  Topic 9: vision, french, sep, kinshasa, okapi 
##  Topic 10: lra, kampala, comtex, daili, incid 
##  Topic 11: nine, provinc, humanitair, oriental, au 
##  Topic 12: new, via, raid, jun, foil 
##  Topic 13: sudan, ambush, vol, equatoria, ac 
##  Topic 14: rebel, ugandan, rescu, clash, captiv 
##  Topic 15: --, armi, say, govt, cease-fir 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -3.753, relative change = 1.984e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -3.745, relative change = 2.024e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -3.736, relative change = 2.523e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -3.728, relative change = 2.035e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -3.722, relative change = 1.566e-03) 
## Topic 1: africa, crisi, polit, drcongo, eight 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: uganda, kill, apr, two, global 
##  Topic 4: attack, updf, lord, resist, armi 
##  Topic 5: kill, say, la, à, de 
##  Topic 6: three, ionl, arm, koni, peopl 
##  Topic 7: four, region, enough, cite, soldier 
##  Topic 8: claim, five, soldier, command, dow 
##  Topic 9: vision, sep, french, kinshasa, okapi 
##  Topic 10: lra, kampala, comtex, daili, incid 
##  Topic 11: nine, provinc, humanitair, oriental, french 
##  Topic 12: new, via, jun, raid, foil 
##  Topic 13: sudan, ambush, vol, equatoria, ac 
##  Topic 14: rebel, ugandan, rescu, suspect, dr 
##  Topic 15: --, armi, camp, say, cease-fir 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -3.717, relative change = 1.475e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -3.713, relative change = 1.181e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -3.709, relative change = 1.053e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -3.705, relative change = 1.071e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -3.701, relative change = 1.069e-03) 
## Topic 1: africa, crisi, polit, drcongo, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: uganda, kill, two, global, eight 
##  Topic 4: attack, updf, armi, lord, resist 
##  Topic 5: kill, say, la, seven, à 
##  Topic 6: three, ionl, arm, koni, peopl 
##  Topic 7: four, clash, region, enough, ugandan 
##  Topic 8: claim, five, soldier, command, dow 
##  Topic 9: vision, apr, sep, kinshasa, okapi 
##  Topic 10: lra, kampala, comtex, crisi, daili 
##  Topic 11: french, provinc, humanitair, oriental, nine 
##  Topic 12: new, via, jun, raid, foil 
##  Topic 13: sudan, ambush, vol, ac, equatoria 
##  Topic 14: rebel, ugandan, rescu, suspect, dr 
##  Topic 15: --, armi, camp, say, lra 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -3.697, relative change = 1.063e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -3.692, relative change = 1.178e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -3.687, relative change = 1.347e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -3.683, relative change = 1.224e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -3.679, relative change = 1.080e-03) 
## Topic 1: africa, polit, drcongo, crisi, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: uganda, kill, two, global, eight 
##  Topic 4: attack, armi, updf, resist, lord 
##  Topic 5: kill, nine, say, seven, la 
##  Topic 6: three, ionl, arm, koni, peopl 
##  Topic 7: clash, four, region, enough, ugandan 
##  Topic 8: claim, five, soldier, command, dow 
##  Topic 9: vision, apr, sep, kampala, kinshasa 
##  Topic 10: lra, kampala, crisi, comtex, daili 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, via, jun, raid, foil 
##  Topic 13: sudan, ambush, vol, lra, ac 
##  Topic 14: rebel, ugandan, rescu, dr, suspect 
##  Topic 15: --, armi, camp, lra, engag 
## ....................................................................................................
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## Completing Iteration 36 (approx. per word bound = -3.675, relative change = 9.990e-04) 
## ....................................................................................................
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## Completing Iteration 37 (approx. per word bound = -3.672, relative change = 9.316e-04) 
## ....................................................................................................
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## Completing Iteration 38 (approx. per word bound = -3.668, relative change = 9.208e-04) 
## ....................................................................................................
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## Completing Iteration 39 (approx. per word bound = -3.665, relative change = 9.725e-04) 
## ....................................................................................................
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## Completing Iteration 40 (approx. per word bound = -3.661, relative change = 1.096e-03) 
## Topic 1: africa, polit, drcongo, war, w 
##  Topic 2: uganda, p, --, human, ai 
##  Topic 3: uganda, kill, two, global, eight 
##  Topic 4: attack, armi, updf, resist, lord 
##  Topic 5: kill, nine, say, seven, la 
##  Topic 6: three, ionl, arm, koni, peopl 
##  Topic 7: clash, four, region, ugandan, enough 
##  Topic 8: claim, five, soldier, command, dow 
##  Topic 9: vision, kampala, apr, sep, kinshasa 
##  Topic 10: lra, kampala, crisi, comtex, daili 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, via, jun, raid, kampala 
##  Topic 13: sudan, ambush, lra, vol, raid 
##  Topic 14: rebel, ugandan, rescu, armi, dr 
##  Topic 15: --, armi, camp, lra, engag 
## ....................................................................................................
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## Completing Iteration 41 (approx. per word bound = -3.657, relative change = 1.125e-03) 
## ....................................................................................................
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## Completing Iteration 42 (approx. per word bound = -3.653, relative change = 1.010e-03) 
## ....................................................................................................
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## Completing Iteration 43 (approx. per word bound = -3.650, relative change = 9.709e-04) 
## ....................................................................................................
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## Completing Iteration 44 (approx. per word bound = -3.646, relative change = 9.553e-04) 
## ....................................................................................................
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## Completing Iteration 45 (approx. per word bound = -3.643, relative change = 9.666e-04) 
## Topic 1: africa, polit, drcongo, war, w 
##  Topic 2: uganda, p, --, human, ai 
##  Topic 3: uganda, kill, two, eight, global 
##  Topic 4: attack, armi, resist, lord, troop 
##  Topic 5: kill, nine, say, seven, la 
##  Topic 6: three, ionl, arm, koni, peopl 
##  Topic 7: clash, four, ugandan, region, enough 
##  Topic 8: claim, five, soldier, command, dow 
##  Topic 9: vision, kampala, apr, sep, kinshasa 
##  Topic 10: lra, crisi, comtex, kampala, daili 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, via, kampala, jun, raid 
##  Topic 13: sudan, ambush, kill, vol, lra 
##  Topic 14: rebel, ugandan, armi, rescu, dr 
##  Topic 15: --, armi, lra, camp, abducte 
## ....................................................................................................
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## Completing Iteration 46 (approx. per word bound = -3.639, relative change = 1.038e-03) 
## ....................................................................................................
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## Completing Iteration 47 (approx. per word bound = -3.634, relative change = 1.193e-03) 
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## Completing Iteration 48 (approx. per word bound = -3.630, relative change = 1.347e-03) 
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## Completing Iteration 49 (approx. per word bound = -3.625, relative change = 1.304e-03) 
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## Completing Iteration 50 (approx. per word bound = -3.620, relative change = 1.192e-03) 
## Topic 1: africa, polit, war, w, ablaz 
##  Topic 2: uganda, p, --, human, ai 
##  Topic 3: uganda, kill, two, eight, week 
##  Topic 4: attack, armi, resist, lord, troop 
##  Topic 5: kill, nine, say, seven, la 
##  Topic 6: three, ionl, arm, koni, peopl 
##  Topic 7: clash, drcongo, ugandan, four, region 
##  Topic 8: claim, five, soldier, updf, command 
##  Topic 9: vision, kampala, apr, sep, kinshasa 
##  Topic 10: lra, crisi, comtex, daili, incid 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, kampala, via, global, jun 
##  Topic 13: sudan, ambush, kill, vol, lra 
##  Topic 14: rebel, ugandan, armi, rescu, dr 
##  Topic 15: --, armi, lra, camp, abducte 
## ....................................................................................................
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## Completing Iteration 51 (approx. per word bound = -3.616, relative change = 1.097e-03) 
## ....................................................................................................
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## Completing Iteration 52 (approx. per word bound = -3.613, relative change = 9.169e-04) 
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## Completing Iteration 53 (approx. per word bound = -3.610, relative change = 8.309e-04) 
## ....................................................................................................
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## Completing Iteration 54 (approx. per word bound = -3.607, relative change = 7.546e-04) 
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## Completing Iteration 55 (approx. per word bound = -3.604, relative change = 8.956e-04) 
## Topic 1: africa, polit, war, w, ablaz 
##  Topic 2: uganda, p, --, human, ai 
##  Topic 3: uganda, kill, two, eight, claim 
##  Topic 4: attack, armi, resist, lord, troop 
##  Topic 5: kill, nine, say, seven, la 
##  Topic 6: three, forc, arm, koni, ionl 
##  Topic 7: ugandan, clash, drcongo, four, region 
##  Topic 8: five, soldier, updf, claim, command 
##  Topic 9: vision, kampala, apr, sep, kinshasa 
##  Topic 10: lra, crisi, daili, incid, drc 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, global, comtex, via, kampala 
##  Topic 13: sudan, ambush, kill, vol, ac 
##  Topic 14: rebel, ugandan, armi, rescu, dr 
##  Topic 15: --, armi, lra, camp, raid 
## ....................................................................................................
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## Completing Iteration 56 (approx. per word bound = -3.600, relative change = 1.094e-03) 
## ....................................................................................................
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## Completing Iteration 57 (approx. per word bound = -3.598, relative change = 6.504e-04) 
## ....................................................................................................
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## Completing Iteration 58 (approx. per word bound = -3.596, relative change = 6.094e-04) 
## ....................................................................................................
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## Completing Iteration 59 (approx. per word bound = -3.594, relative change = 5.080e-04) 
## ....................................................................................................
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## Completing Iteration 60 (approx. per word bound = -3.592, relative change = 4.751e-04) 
## Topic 1: africa, polit, war, w, ablaz 
##  Topic 2: uganda, p, --, human, ai 
##  Topic 3: uganda, kill, claim, two, eight 
##  Topic 4: attack, armi, resist, lord, troop 
##  Topic 5: kill, nine, say, seven, lra 
##  Topic 6: three, forc, arm, koni, ionl 
##  Topic 7: ugandan, clash, drcongo, four, region 
##  Topic 8: five, soldier, updf, command, dow 
##  Topic 9: vision, kampala, apr, sep, kinshasa 
##  Topic 10: lra, crisi, daili, incid, drc 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, global, comtex, via, kampala 
##  Topic 13: sudan, ambush, kill, vol, ac 
##  Topic 14: rebel, ugandan, armi, rescu, claim 
##  Topic 15: --, armi, lra, camp, raid 
## ....................................................................................................
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## Completing Iteration 61 (approx. per word bound = -3.591, relative change = 4.705e-04) 
## ....................................................................................................
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## Completing Iteration 62 (approx. per word bound = -3.589, relative change = 4.671e-04) 
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## Completing Iteration 63 (approx. per word bound = -3.587, relative change = 4.990e-04) 
## ....................................................................................................
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## Completing Iteration 64 (approx. per word bound = -3.585, relative change = 5.850e-04) 
## ....................................................................................................
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## Completing Iteration 65 (approx. per word bound = -3.583, relative change = 6.158e-04) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, human, ai 
##  Topic 3: uganda, kill, claim, two, eight 
##  Topic 4: attack, armi, resist, lord, troop 
##  Topic 5: kill, nine, lra, say, seven 
##  Topic 6: three, forc, arm, koni, ionl 
##  Topic 7: ugandan, clash, drcongo, four, region 
##  Topic 8: five, soldier, updf, command, dow 
##  Topic 9: vision, kampala, apr, sep, kinshasa 
##  Topic 10: lra, crisi, incid, drc, uel 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, global, comtex, via, jun 
##  Topic 13: sudan, ambush, kill, vol, ac 
##  Topic 14: rebel, armi, ugandan, rescu, captiv 
##  Topic 15: --, armi, lra, raid, camp 
## ....................................................................................................
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## Completing Iteration 66 (approx. per word bound = -3.581, relative change = 5.648e-04) 
## ....................................................................................................
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## Completing Iteration 67 (approx. per word bound = -3.579, relative change = 5.198e-04) 
## ....................................................................................................
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## Completing Iteration 68 (approx. per word bound = -3.577, relative change = 5.051e-04) 
## ....................................................................................................
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## Completing Iteration 69 (approx. per word bound = -3.575, relative change = 4.560e-04) 
## ....................................................................................................
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## Completing Iteration 70 (approx. per word bound = -3.574, relative change = 4.083e-04) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, human, ai 
##  Topic 3: uganda, kill, claim, two, eight 
##  Topic 4: armi, attack, resist, lord, troop 
##  Topic 5: kill, lra, nine, say, seven 
##  Topic 6: three, forc, arm, koni, ionl 
##  Topic 7: ugandan, clash, drcongo, four, region 
##  Topic 8: five, soldier, updf, command, dow 
##  Topic 9: vision, kampala, apr, sep, kinshasa 
##  Topic 10: lra, crisi, attack, incid, drc 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, global, comtex, via, jun 
##  Topic 13: sudan, ambush, kill, vol, ac 
##  Topic 14: rebel, armi, ugandan, rescu, captiv 
##  Topic 15: --, lra, armi, raid, camp 
## ....................................................................................................
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## Completing Iteration 71 (approx. per word bound = -3.573, relative change = 3.675e-04) 
## ....................................................................................................
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## Completing Iteration 72 (approx. per word bound = -3.571, relative change = 3.703e-04) 
## ....................................................................................................
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## Completing Iteration 73 (approx. per word bound = -3.570, relative change = 3.733e-04) 
## ....................................................................................................
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## Completing Iteration 74 (approx. per word bound = -3.569, relative change = 3.696e-04) 
## ....................................................................................................
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## Completing Iteration 75 (approx. per word bound = -3.567, relative change = 3.568e-04) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: uganda, kill, claim, two, eight 
##  Topic 4: armi, resist, attack, lord, troop 
##  Topic 5: kill, lra, nine, say, seven 
##  Topic 6: three, forc, arm, koni, ionl 
##  Topic 7: ugandan, clash, drcongo, four, region 
##  Topic 8: five, soldier, updf, command, dow 
##  Topic 9: vision, kampala, apr, sep, kinshasa 
##  Topic 10: lra, crisi, attack, incid, drc 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, global, comtex, via, jun 
##  Topic 13: sudan, ambush, kill, vol, ac 
##  Topic 14: rebel, armi, ugandan, rescu, captiv 
##  Topic 15: --, lra, armi, raid, camp 
## ....................................................................................................
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## Completing Iteration 76 (approx. per word bound = -3.566, relative change = 3.443e-04) 
## ....................................................................................................
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## Completing Iteration 77 (approx. per word bound = -3.565, relative change = 3.522e-04) 
## ....................................................................................................
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## Completing Iteration 78 (approx. per word bound = -3.564, relative change = 3.804e-04) 
## ....................................................................................................
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## Completing Iteration 79 (approx. per word bound = -3.562, relative change = 3.757e-04) 
## ....................................................................................................
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## Completing Iteration 80 (approx. per word bound = -3.561, relative change = 3.560e-04) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: uganda, kill, claim, two, eight 
##  Topic 4: armi, resist, lord, attack, troop 
##  Topic 5: kill, lra, nine, say, seven 
##  Topic 6: three, forc, arm, koni, ionl 
##  Topic 7: ugandan, clash, drcongo, four, region 
##  Topic 8: five, soldier, updf, command, dow 
##  Topic 9: vision, kampala, apr, sep, kinshasa 
##  Topic 10: lra, crisi, attack, incid, drc 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, global, comtex, via, jun 
##  Topic 13: sudan, ambush, kill, vol, lra 
##  Topic 14: rebel, armi, ugandan, rescu, captiv 
##  Topic 15: --, lra, armi, raid, camp 
## ....................................................................................................
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## Completing Iteration 81 (approx. per word bound = -3.560, relative change = 3.270e-04) 
## ....................................................................................................
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## Completing Iteration 82 (approx. per word bound = -3.559, relative change = 3.045e-04) 
## ....................................................................................................
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## Completing Iteration 83 (approx. per word bound = -3.558, relative change = 2.890e-04) 
## ....................................................................................................
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## Completing Iteration 84 (approx. per word bound = -3.557, relative change = 2.823e-04) 
## ....................................................................................................
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## Completing Iteration 85 (approx. per word bound = -3.556, relative change = 2.645e-04) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: uganda, kill, claim, two, eight 
##  Topic 4: armi, resist, lord, attack, troop 
##  Topic 5: kill, lra, nine, say, seven 
##  Topic 6: three, forc, uganda, arm, koni 
##  Topic 7: ugandan, clash, drcongo, four, region 
##  Topic 8: five, soldier, updf, command, kill 
##  Topic 9: vision, kampala, apr, sep, jun 
##  Topic 10: lra, crisi, attack, incid, drc 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, global, comtex, via, jun 
##  Topic 13: sudan, ambush, kill, vol, lra 
##  Topic 14: rebel, armi, ugandan, rescu, captiv 
##  Topic 15: --, lra, raid, camp, armi 
## ....................................................................................................
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## Completing Iteration 86 (approx. per word bound = -3.555, relative change = 2.453e-04) 
## ....................................................................................................
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## Completing Iteration 87 (approx. per word bound = -3.554, relative change = 2.477e-04) 
## ....................................................................................................
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## Completing Iteration 88 (approx. per word bound = -3.553, relative change = 2.946e-04) 
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## Completing Iteration 89 (approx. per word bound = -3.552, relative change = 2.867e-04) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 90 (approx. per word bound = -3.551, relative change = 2.580e-04) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: uganda, kill, claim, two, eight 
##  Topic 4: armi, resist, lord, attack, troop 
##  Topic 5: kill, lra, nine, say, seven 
##  Topic 6: three, uganda, forc, arm, koni 
##  Topic 7: ugandan, clash, drcongo, four, region 
##  Topic 8: five, soldier, updf, command, kill 
##  Topic 9: vision, kampala, apr, jun, sep 
##  Topic 10: lra, crisi, attack, incid, drc 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, global, comtex, via, foil 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, captiv 
##  Topic 15: --, lra, raid, camp, armi 
## ....................................................................................................
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## Completing Iteration 91 (approx. per word bound = -3.550, relative change = 2.370e-04) 
## ....................................................................................................
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## Completing Iteration 92 (approx. per word bound = -3.549, relative change = 2.028e-04) 
## ....................................................................................................
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## Completing Iteration 93 (approx. per word bound = -3.549, relative change = 1.990e-04) 
## ....................................................................................................
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## Completing Iteration 94 (approx. per word bound = -3.548, relative change = 2.793e-04) 
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## Completing Iteration 95 (approx. per word bound = -3.546, relative change = 5.330e-04) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, uganda, claim, two, eight 
##  Topic 4: armi, resist, attack, lord, troop 
##  Topic 5: kill, lra, nine, say, seven 
##  Topic 6: three, uganda, forc, arm, koni 
##  Topic 7: ugandan, clash, four, drcongo, region 
##  Topic 8: soldier, updf, five, command, kill 
##  Topic 9: vision, kampala, apr, jun, sep 
##  Topic 10: lra, crisi, attack, incid, drc 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, global, comtex, via, foil 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, captiv 
##  Topic 15: --, raid, camp, lra, abducte 
## ....................................................................................................
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## Completing Iteration 96 (approx. per word bound = -3.543, relative change = 7.616e-04) 
## ....................................................................................................
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## Completing Iteration 97 (approx. per word bound = -3.540, relative change = 9.171e-04) 
## ....................................................................................................
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## Completing Iteration 98 (approx. per word bound = -3.538, relative change = 6.113e-04) 
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## Completing Iteration 99 (approx. per word bound = -3.537, relative change = 3.059e-04) 
## ....................................................................................................
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## Completing Iteration 100 (approx. per word bound = -3.536, relative change = 2.200e-04) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, uganda, claim, two, eight 
##  Topic 4: armi, attack, resist, lord, troop 
##  Topic 5: kill, lra, nine, say, seven 
##  Topic 6: three, uganda, forc, arm, koni 
##  Topic 7: ugandan, clash, four, drcongo, congo 
##  Topic 8: soldier, updf, five, kill, command 
##  Topic 9: vision, kampala, apr, jun, sep 
##  Topic 10: lra, crisi, attack, incid, drc 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, global, comtex, via, foil 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, captiv 
##  Topic 15: --, raid, camp, lra, abducte 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 101 (approx. per word bound = -3.535, relative change = 1.975e-04) 
## ....................................................................................................
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## Completing Iteration 102 (approx. per word bound = -3.534, relative change = 2.001e-04) 
## ....................................................................................................
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## Completing Iteration 103 (approx. per word bound = -3.534, relative change = 2.105e-04) 
## ....................................................................................................
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## Completing Iteration 104 (approx. per word bound = -3.533, relative change = 2.183e-04) 
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## Completing Iteration 105 (approx. per word bound = -3.532, relative change = 2.082e-04) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, uganda, claim, two, eight 
##  Topic 4: armi, attack, resist, lord, troop 
##  Topic 5: kill, lra, nine, say, seven 
##  Topic 6: three, uganda, forc, arm, koni 
##  Topic 7: ugandan, clash, four, drcongo, congo 
##  Topic 8: soldier, updf, kill, command, five 
##  Topic 9: vision, kampala, apr, jun, new 
##  Topic 10: lra, crisi, attack, incid, drc 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, global, comtex, via, foil 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, captiv 
##  Topic 15: --, raid, camp, abducte, engag 
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## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, uganda, claim, two, eight 
##  Topic 4: armi, attack, resist, lord, troop 
##  Topic 5: kill, lra, nine, say, seven 
##  Topic 6: three, uganda, forc, arm, koni 
##  Topic 7: ugandan, clash, four, drcongo, congo 
##  Topic 8: soldier, updf, kill, command, dow 
##  Topic 9: vision, kampala, apr, jun, new 
##  Topic 10: lra, crisi, incid, attack, drc 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, global, comtex, via, foil 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, captiv 
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## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, uganda, claim, two, eight 
##  Topic 4: armi, attack, resist, lord, troop 
##  Topic 5: kill, lra, nine, say, seven 
##  Topic 6: three, uganda, forc, arm, koni 
##  Topic 7: ugandan, clash, four, drcongo, congo 
##  Topic 8: soldier, updf, kill, command, dow 
##  Topic 9: vision, kampala, apr, new, jun 
##  Topic 10: lra, crisi, incid, attack, drc 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, global, comtex, via, foil 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, captiv 
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## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, uganda, claim, two, eight 
##  Topic 4: armi, attack, resist, lord, troop 
##  Topic 5: kill, lra, nine, say, seven 
##  Topic 6: three, uganda, forc, arm, koni 
##  Topic 7: ugandan, clash, four, drcongo, congo 
##  Topic 8: soldier, updf, kill, command, dow 
##  Topic 9: vision, kampala, apr, new, jun 
##  Topic 10: lra, crisi, incid, attack, drc 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, global, comtex, via, foil 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, captiv 
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## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, uganda, claim, two, eight 
##  Topic 4: armi, attack, resist, lord, troop 
##  Topic 5: lra, kill, nine, say, seven 
##  Topic 6: three, uganda, forc, arm, koni 
##  Topic 7: ugandan, clash, four, drcongo, congo 
##  Topic 8: soldier, updf, kill, command, dow 
##  Topic 9: vision, kampala, new, apr, jun 
##  Topic 10: lra, crisi, incid, attack, drc 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, global, comtex, via, foil 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, captiv 
##  Topic 15: --, raid, camp, abducte, engag 
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## Completing Iteration 130 (approx. per word bound = -3.524, relative change = 8.962e-05) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, uganda, claim, two, eight 
##  Topic 4: armi, attack, resist, troop, lord 
##  Topic 5: lra, kill, nine, say, seven 
##  Topic 6: three, uganda, forc, arm, koni 
##  Topic 7: ugandan, clash, four, drcongo, congo 
##  Topic 8: soldier, updf, kill, command, dow 
##  Topic 9: vision, kampala, new, apr, jun 
##  Topic 10: lra, crisi, incid, attack, drc 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, global, comtex, via, foil 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, captiv 
##  Topic 15: --, raid, camp, abducte, engag 
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## Completing Iteration 135 (approx. per word bound = -3.523, relative change = 9.843e-05) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, uganda, claim, two, eight 
##  Topic 4: armi, attack, troop, resist, lord 
##  Topic 5: lra, kill, nine, say, seven 
##  Topic 6: three, uganda, forc, arm, koni 
##  Topic 7: ugandan, clash, four, drcongo, congo 
##  Topic 8: soldier, updf, kill, command, dow 
##  Topic 9: vision, kampala, new, apr, jun 
##  Topic 10: lra, crisi, incid, attack, drc 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, global, comtex, via, foil 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, captiv 
##  Topic 15: --, raid, camp, abducte, engag 
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## Completing Iteration 140 (approx. per word bound = -3.521, relative change = 1.250e-04) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, uganda, claim, two, five 
##  Topic 4: armi, attack, --, troop, resist 
##  Topic 5: lra, kill, nine, say, seven 
##  Topic 6: three, uganda, forc, arm, koni 
##  Topic 7: ugandan, clash, four, drcongo, congo 
##  Topic 8: soldier, updf, kill, command, dow 
##  Topic 9: vision, kampala, new, apr, jun 
##  Topic 10: lra, crisi, incid, attack, drc 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, global, comtex, via, foil 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, captiv 
##  Topic 15: --, raid, camp, abducte, engag 
## ....................................................................................................
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## Completing Iteration 141 (approx. per word bound = -3.520, relative change = 1.215e-04) 
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## Completing Iteration 142 (approx. per word bound = -3.520, relative change = 1.187e-04) 
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## Completing Iteration 145 (approx. per word bound = -3.519, relative change = 1.405e-04) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, uganda, claim, two, five 
##  Topic 4: armi, attack, --, troop, resist 
##  Topic 5: lra, kill, nine, say, seven 
##  Topic 6: three, uganda, forc, arm, koni 
##  Topic 7: ugandan, clash, four, drcongo, congo 
##  Topic 8: soldier, updf, kill, command, dow 
##  Topic 9: vision, kampala, new, apr, jun 
##  Topic 10: lra, crisi, incid, attack, drc 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, comtex, global, via, foil 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, captiv 
##  Topic 15: --, raid, camp, abducte, engag 
## ....................................................................................................
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## Completing Iteration 146 (approx. per word bound = -3.518, relative change = 1.969e-04) 
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## Completing Iteration 147 (approx. per word bound = -3.517, relative change = 2.630e-04) 
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## Completing Iteration 148 (approx. per word bound = -3.516, relative change = 1.915e-04) 
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## Completing Iteration 150 (approx. per word bound = -3.516, relative change = 7.366e-05) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, uganda, claim, two, five 
##  Topic 4: armi, --, attack, troop, resist 
##  Topic 5: lra, kill, nine, say, seven 
##  Topic 6: three, uganda, forc, --, arm 
##  Topic 7: ugandan, clash, four, drcongo, congo 
##  Topic 8: soldier, updf, kill, command, dow 
##  Topic 9: vision, kampala, new, apr, jun 
##  Topic 10: lra, crisi, incid, attack, drc 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, comtex, global, via, foil 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, captiv 
##  Topic 15: --, raid, camp, abducte, engag 
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## Completing Iteration 155 (approx. per word bound = -3.515, relative change = 5.983e-05) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, uganda, claim, two, five 
##  Topic 4: armi, --, attack, troop, resist 
##  Topic 5: lra, kill, nine, say, la 
##  Topic 6: three, uganda, forc, --, arm 
##  Topic 7: ugandan, clash, four, drcongo, congo 
##  Topic 8: soldier, updf, kill, command, dow 
##  Topic 9: vision, kampala, new, apr, jun 
##  Topic 10: lra, crisi, incid, attack, drc 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, comtex, global, via, foil 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, captiv 
##  Topic 15: --, raid, camp, abducte, engag 
## ....................................................................................................
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## Completing Iteration 156 (approx. per word bound = -3.514, relative change = 5.741e-05) 
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## Completing Iteration 158 (approx. per word bound = -3.514, relative change = 5.816e-05) 
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## Completing Iteration 160 (approx. per word bound = -3.514, relative change = 5.881e-05) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, uganda, claim, two, five 
##  Topic 4: armi, --, attack, troop, resist 
##  Topic 5: lra, kill, nine, la, cite 
##  Topic 6: three, uganda, forc, --, arm 
##  Topic 7: ugandan, clash, four, drcongo, congo 
##  Topic 8: soldier, updf, kill, command, dow 
##  Topic 9: vision, kampala, new, apr, jun 
##  Topic 10: lra, crisi, incid, attack, drc 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, comtex, global, via, foil 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, captiv 
##  Topic 15: --, raid, camp, abducte, engag 
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## Completing Iteration 161 (approx. per word bound = -3.513, relative change = 6.029e-05) 
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## Completing Iteration 163 (approx. per word bound = -3.513, relative change = 6.265e-05) 
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## Completing Iteration 165 (approx. per word bound = -3.512, relative change = 6.694e-05) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, uganda, claim, two, say 
##  Topic 4: armi, --, attack, troop, resist 
##  Topic 5: lra, kill, nine, la, cite 
##  Topic 6: three, uganda, forc, --, arm 
##  Topic 7: ugandan, clash, four, drcongo, congo 
##  Topic 8: soldier, updf, kill, command, dow 
##  Topic 9: vision, kampala, new, apr, jun 
##  Topic 10: lra, crisi, incid, attack, drc 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, comtex, global, via, foil 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, captiv 
##  Topic 15: --, camp, raid, seven, abducte 
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## Completing Iteration 166 (approx. per word bound = -3.512, relative change = 6.899e-05) 
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## Completing Iteration 170 (approx. per word bound = -3.511, relative change = 7.765e-05) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, uganda, claim, lra, two 
##  Topic 4: armi, --, attack, troop, resist 
##  Topic 5: lra, kill, nine, la, cite 
##  Topic 6: three, uganda, forc, --, arm 
##  Topic 7: ugandan, clash, four, congo, drcongo 
##  Topic 8: soldier, updf, kill, command, dow 
##  Topic 9: vision, kampala, new, apr, jun 
##  Topic 10: lra, crisi, incid, attack, drc 
##  Topic 11: french, provinc, humanitair, oriental, bunia 
##  Topic 12: new, comtex, global, via, foil 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, kill 
##  Topic 15: --, camp, raid, seven, abducte 
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## Completing Iteration 171 (approx. per word bound = -3.511, relative change = 7.738e-05) 
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## Completing Iteration 175 (approx. per word bound = -3.510, relative change = 7.507e-05) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, uganda, lra, claim, say 
##  Topic 4: armi, --, attack, troop, resist 
##  Topic 5: lra, kill, nine, la, cite 
##  Topic 6: three, uganda, forc, --, arm 
##  Topic 7: ugandan, clash, four, congo, drcongo 
##  Topic 8: soldier, updf, kill, command, dow 
##  Topic 9: vision, kampala, new, apr, jun 
##  Topic 10: lra, crisi, incid, attack, drc 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, comtex, global, via, foil 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, kill 
##  Topic 15: --, camp, raid, seven, abducte 
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## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, uganda, lra, claim, say 
##  Topic 4: armi, --, attack, troop, resist 
##  Topic 5: lra, kill, nine, la, cite 
##  Topic 6: three, uganda, forc, --, arm 
##  Topic 7: ugandan, clash, four, congo, drcongo 
##  Topic 8: soldier, updf, kill, command, dow 
##  Topic 9: vision, kampala, new, apr, jun 
##  Topic 10: lra, crisi, incid, attack, drc 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, comtex, global, via, foil 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, kill 
##  Topic 15: --, camp, raid, seven, abducte 
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## Topic 1: africa, polit, war, w, ablaz 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, uganda, lra, claim, say 
##  Topic 4: armi, --, attack, troop, resist 
##  Topic 5: lra, kill, nine, la, cite 
##  Topic 6: three, uganda, forc, --, arm 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, kill, command, sudan 
##  Topic 9: vision, kampala, new, apr, jun 
##  Topic 10: lra, crisi, incid, attack, drc 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, comtex, global, via, foil 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, kill 
##  Topic 15: --, camp, raid, seven, abducte 
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## Completing Iteration 190 (approx. per word bound = -3.506, relative change = 7.443e-05) 
## Topic 1: africa, polit, war, w, ablaz 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, uganda, lra, claim, say 
##  Topic 4: armi, --, attack, troop, resist 
##  Topic 5: lra, kill, nine, la, cite 
##  Topic 6: three, uganda, forc, --, arm 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, kill, command, sudan 
##  Topic 9: vision, kampala, new, apr, jun 
##  Topic 10: lra, crisi, incid, attack, drc 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, comtex, global, via, foil 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, kill 
##  Topic 15: --, camp, raid, seven, abducte 
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## Topic 1: africa, polit, war, w, ablaz 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, uganda, lra, claim, say 
##  Topic 4: armi, --, attack, troop, resist 
##  Topic 5: lra, kill, nine, la, cite 
##  Topic 6: three, uganda, forc, --, arm 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, kill, command, sudan 
##  Topic 9: vision, new, kampala, apr, jun 
##  Topic 10: lra, crisi, incid, attack, drc 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, comtex, global, via, africa 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, kill 
##  Topic 15: --, camp, raid, seven, abducte 
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## Completing Iteration 200 (approx. per word bound = -3.501, relative change = 1.033e-04) 
## Topic 1: africa, polit, war, w, ablaz 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, uganda, lra, claim, say 
##  Topic 4: armi, --, attack, troop, resist 
##  Topic 5: kill, lra, nine, la, cite 
##  Topic 6: three, uganda, forc, --, arm 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, kill, command, sudan 
##  Topic 9: vision, new, kampala, apr, jun 
##  Topic 10: lra, crisi, incid, attack, drc 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, comtex, global, via, africa 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, kill 
##  Topic 15: --, camp, raid, seven, abducte 
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## Completing Iteration 205 (approx. per word bound = -3.500, relative change = 1.035e-04) 
## Topic 1: africa, polit, war, w, ablaz 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, uganda, lra, claim, say 
##  Topic 4: armi, --, attack, troop, resist 
##  Topic 5: kill, lra, nine, la, cite 
##  Topic 6: three, uganda, forc, --, arm 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, command, kill, sudan 
##  Topic 9: vision, new, kampala, apr, jun 
##  Topic 10: lra, crisi, incid, attack, drc 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, africa, comtex, global, via 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, kill 
##  Topic 15: --, camp, raid, seven, abducte 
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## Completing Iteration 210 (approx. per word bound = -3.498, relative change = 1.140e-04) 
## Topic 1: africa, polit, war, w, ablaz 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, uganda, lra, claim, rebel 
##  Topic 4: armi, --, attack, troop, resist 
##  Topic 5: kill, lra, nine, la, cite 
##  Topic 6: three, uganda, forc, --, arm 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, command, kill, sudan 
##  Topic 9: vision, new, kampala, apr, jun 
##  Topic 10: lra, crisi, incid, --, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, africa, comtex, global, via 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, kill 
##  Topic 15: --, camp, raid, seven, abducte 
## ....................................................................................................
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## Completing Iteration 211 (approx. per word bound = -3.497, relative change = 1.134e-04) 
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## Completing Iteration 215 (approx. per word bound = -3.496, relative change = 1.034e-04) 
## Topic 1: africa, polit, war, w, ablaz 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, uganda, lra, claim, rebel 
##  Topic 4: armi, --, attack, troop, resist 
##  Topic 5: kill, lra, nine, la, cite 
##  Topic 6: three, uganda, forc, --, arm 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, kill, command, sudan 
##  Topic 9: vision, new, kampala, apr, jun 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, africa, comtex, global, via 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, kill 
##  Topic 15: --, camp, raid, seven, abducte 
## ....................................................................................................
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## Completing Iteration 216 (approx. per word bound = -3.495, relative change = 1.038e-04) 
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## Completing Iteration 218 (approx. per word bound = -3.495, relative change = 1.059e-04) 
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## Completing Iteration 220 (approx. per word bound = -3.494, relative change = 9.475e-05) 
## Topic 1: africa, polit, war, w, ablaz 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, lra, uganda, claim, rebel 
##  Topic 4: armi, --, attack, troop, resist 
##  Topic 5: kill, nine, lra, la, cite 
##  Topic 6: three, uganda, forc, --, arm 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, kill, command, sudan 
##  Topic 9: vision, new, kampala, apr, jun 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, africa, comtex, global, via 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, kill 
##  Topic 15: --, camp, raid, seven, abducte 
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## Completing Iteration 225 (approx. per word bound = -3.493, relative change = 7.971e-05) 
## Topic 1: africa, polit, war, w, ablaz 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, lra, uganda, claim, rebel 
##  Topic 4: armi, --, attack, troop, resist 
##  Topic 5: kill, nine, lra, la, cite 
##  Topic 6: three, uganda, --, forc, arm 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, kill, command, sudan 
##  Topic 9: vision, new, kampala, apr, jun 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, africa, comtex, global, via 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, kill 
##  Topic 15: --, camp, raid, seven, abducte 
## ....................................................................................................
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## Completing Iteration 230 (approx. per word bound = -3.491, relative change = 8.470e-05) 
## Topic 1: africa, polit, war, w, ablaz 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, lra, uganda, rebel, claim 
##  Topic 4: armi, --, attack, troop, resist 
##  Topic 5: kill, nine, lra, la, cite 
##  Topic 6: three, uganda, --, forc, arm 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, kill, sudan, command 
##  Topic 9: vision, new, kampala, apr, jun 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: new, africa, comtex, global, via 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, kill 
##  Topic 15: --, camp, raid, seven, abducte 
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## Completing Iteration 231 (approx. per word bound = -3.491, relative change = 8.553e-05) 
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## Completing Iteration 235 (approx. per word bound = -3.490, relative change = 9.276e-05) 
## Topic 1: africa, polit, war, w, ablaz 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, lra, uganda, rebel, claim 
##  Topic 4: --, armi, attack, troop, resist 
##  Topic 5: kill, nine, lra, la, cite 
##  Topic 6: three, uganda, --, forc, arm 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, kill, sudan, command 
##  Topic 9: vision, new, kampala, apr, jun 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, new, comtex, global, via 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, kill 
##  Topic 15: --, raid, camp, seven, abducte 
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## Completing Iteration 236 (approx. per word bound = -3.489, relative change = 9.416e-05) 
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## Completing Iteration 240 (approx. per word bound = -3.488, relative change = 9.390e-05) 
## Topic 1: africa, polit, war, w, ablaz 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, lra, uganda, rebel, claim 
##  Topic 4: armi, --, attack, troop, resist 
##  Topic 5: kill, nine, lra, --, la 
##  Topic 6: three, uganda, forc, --, arm 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, kill, sudan, command 
##  Topic 9: vision, new, kampala, apr, jun 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, new, kampala, comtex, global 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, kill 
##  Topic 15: --, raid, seven, camp, abducte 
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## Completing Iteration 241 (approx. per word bound = -3.488, relative change = 9.299e-05) 
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## Topic 1: africa, polit, war, w, ablaz 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, lra, uganda, rebel, claim 
##  Topic 4: armi, --, attack, troop, resist 
##  Topic 5: kill, nine, --, lra, la 
##  Topic 6: three, uganda, forc, --, arm 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, command 
##  Topic 9: vision, new, kampala, apr, jun 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, comtex, global, new 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, kill 
##  Topic 15: --, raid, seven, camp, abducte 
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## Topic 1: africa, polit, war, w, ablaz 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, lra, uganda, rebel, claim 
##  Topic 4: armi, --, attack, troop, resist 
##  Topic 5: --, kill, nine, lra, la 
##  Topic 6: three, uganda, forc, --, arm 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, command 
##  Topic 9: vision, new, kampala, apr, jun 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, comtex, global, via 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, rescu, kill 
##  Topic 15: --, raid, seven, camp, abducte 
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## Topic 1: africa, polit, war, w, ablaz 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, lra, uganda, rebel, claim 
##  Topic 4: armi, --, attack, troop, resist 
##  Topic 5: --, kill, nine, lra, la 
##  Topic 6: three, uganda, forc, --, arm 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, command 
##  Topic 9: new, vision, kampala, apr, jun 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, comtex, global, via 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, kill, rescu 
##  Topic 15: --, raid, seven, camp, abducte 
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## Topic 1: africa, polit, war, w, ablaz 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, lra, uganda, rebel, claim 
##  Topic 4: --, armi, attack, troop, resist 
##  Topic 5: --, kill, lra, la, cite 
##  Topic 6: three, uganda, nine, forc, -- 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, command 
##  Topic 9: new, vision, kampala, apr, jun 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, via 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, kill, rescu 
##  Topic 15: --, raid, seven, camp, abducte 
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## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, lra, uganda, rebel, claim 
##  Topic 4: --, armi, attack, troop, resist 
##  Topic 5: --, kill, lra, la, cite 
##  Topic 6: three, uganda, nine, forc, -- 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, command 
##  Topic 9: new, vision, kampala, apr, jun 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, via 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, kill, rescu 
##  Topic 15: --, raid, seven, camp, abducte 
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## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, lra, uganda, rebel, claim 
##  Topic 4: --, armi, attack, troop, resist 
##  Topic 5: --, kill, lra, la, cite 
##  Topic 6: three, uganda, nine, forc, -- 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, command 
##  Topic 9: new, vision, kampala, apr, jun 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, via 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, kill, rescu 
##  Topic 15: --, raid, seven, camp, captiv 
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## Completing Iteration 275 (approx. per word bound = -3.480, relative change = 3.507e-05) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, lra, uganda, rebel, claim 
##  Topic 4: --, armi, attack, troop, resist 
##  Topic 5: --, kill, lra, la, cite 
##  Topic 6: three, uganda, nine, forc, -- 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, command 
##  Topic 9: new, vision, kampala, apr, jun 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, via 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, kill, rescu 
##  Topic 15: --, raid, seven, camp, captiv 
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## Completing Iteration 280 (approx. per word bound = -3.480, relative change = 4.977e-05) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, lra, uganda, rebel, claim 
##  Topic 4: --, armi, attack, troop, resist 
##  Topic 5: --, kill, lra, la, cite 
##  Topic 6: three, nine, uganda, forc, -- 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, command 
##  Topic 9: new, vision, kampala, apr, jun 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, via 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, kill, rescu 
##  Topic 15: --, raid, seven, camp, captiv 
## ....................................................................................................
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## Completing Iteration 281 (approx. per word bound = -3.479, relative change = 4.561e-05) 
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## Completing Iteration 285 (approx. per word bound = -3.479, relative change = 4.115e-05) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, lra, uganda, rebel, claim 
##  Topic 4: --, armi, attack, troop, resist 
##  Topic 5: --, kill, lra, la, okapi 
##  Topic 6: three, nine, uganda, forc, -- 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, command 
##  Topic 9: new, vision, kampala, apr, jun 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, via 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, kill, rescu 
##  Topic 15: --, raid, seven, camp, captiv 
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## Completing Iteration 290 (approx. per word bound = -3.478, relative change = 5.574e-05) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, lra, uganda, rebel, claim 
##  Topic 4: --, armi, attack, troop, resist 
##  Topic 5: --, kill, lra, la, okapi 
##  Topic 6: three, nine, uganda, forc, -- 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, command 
##  Topic 9: new, vision, kampala, apr, jun 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, via 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, kill, rescu 
##  Topic 15: --, raid, seven, camp, captiv 
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## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, lra, uganda, rebel, claim 
##  Topic 4: --, armi, attack, troop, resist 
##  Topic 5: --, kill, lra, okapi, la 
##  Topic 6: three, nine, uganda, forc, -- 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, command 
##  Topic 9: new, vision, kampala, apr, jun 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, via 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, kill, rescu 
##  Topic 15: --, raid, seven, camp, captiv 
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## Completing Iteration 297 (approx. per word bound = -3.477, relative change = 5.345e-05) 
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## Completing Iteration 300 (approx. per word bound = -3.476, relative change = 8.596e-05) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, lra, uganda, rebel, claim 
##  Topic 4: --, armi, attack, troop, resist 
##  Topic 5: --, kill, lra, okapi, la 
##  Topic 6: three, nine, uganda, forc, -- 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, dow 
##  Topic 9: new, vision, kampala, apr, jun 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, via 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, kill, rescu 
##  Topic 15: --, raid, seven, camp, captiv 
## ....................................................................................................
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## Completing Iteration 302 (approx. per word bound = -3.475, relative change = 6.459e-05) 
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## Completing Iteration 305 (approx. per word bound = -3.475, relative change = 5.315e-05) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, lra, uganda, rebel, claim 
##  Topic 4: --, armi, attack, troop, resist 
##  Topic 5: --, kill, lra, okapi, la 
##  Topic 6: three, nine, uganda, forc, -- 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, dow 
##  Topic 9: new, vision, kampala, apr, jun 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, via 
##  Topic 13: sudan, ambush, kill, lra, vol 
##  Topic 14: rebel, armi, ugandan, kill, rescu 
##  Topic 15: --, raid, seven, camp, captiv 
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## Completing Iteration 306 (approx. per word bound = -3.475, relative change = 5.198e-05) 
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## Completing Iteration 310 (approx. per word bound = -3.474, relative change = 4.271e-05) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, p, --, ai, break 
##  Topic 3: kill, lra, uganda, rebel, claim 
##  Topic 4: --, armi, attack, ambush, troop 
##  Topic 5: --, kill, lra, okapi, la 
##  Topic 6: three, nine, uganda, forc, -- 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, dow 
##  Topic 9: new, vision, kampala, apr, jun 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, via 
##  Topic 13: sudan, kill, ambush, lra, vol 
##  Topic 14: rebel, armi, ugandan, kill, rescu 
##  Topic 15: --, raid, seven, camp, captiv 
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## Completing Iteration 311 (approx. per word bound = -3.474, relative change = 4.140e-05) 
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## Completing Iteration 312 (approx. per word bound = -3.474, relative change = 4.241e-05) 
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## Completing Iteration 313 (approx. per word bound = -3.474, relative change = 4.434e-05) 
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## Completing Iteration 315 (approx. per word bound = -3.473, relative change = 3.931e-05) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, --, p, ai, break 
##  Topic 3: kill, lra, uganda, rebel, claim 
##  Topic 4: ambush, --, attack, armi, troop 
##  Topic 5: --, kill, lra, okapi, la 
##  Topic 6: three, nine, uganda, forc, -- 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, dow 
##  Topic 9: new, vision, kampala, apr, jun 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, via 
##  Topic 13: sudan, kill, lra, vol, ambush 
##  Topic 14: rebel, armi, ugandan, kill, rescu 
##  Topic 15: --, raid, seven, camp, captiv 
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## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, --, p, ai, break 
##  Topic 3: kill, lra, uganda, rebel, claim 
##  Topic 4: ambush, --, attack, armi, troop 
##  Topic 5: --, kill, lra, okapi, la 
##  Topic 6: three, nine, uganda, forc, -- 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, command 
##  Topic 9: new, vision, kampala, apr, jun 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, via 
##  Topic 13: sudan, kill, lra, vol, ac 
##  Topic 14: rebel, armi, ugandan, kill, rescu 
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## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, --, p, ai, break 
##  Topic 3: kill, lra, uganda, rebel, claim 
##  Topic 4: ambush, --, attack, armi, troop 
##  Topic 5: --, lra, okapi, kill, la 
##  Topic 6: three, nine, uganda, forc, -- 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, command 
##  Topic 9: new, vision, kampala, apr, jun 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, via 
##  Topic 13: sudan, kill, lra, vol, ac 
##  Topic 14: rebel, armi, ugandan, kill, rescu 
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## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, --, p, ai, break 
##  Topic 3: kill, lra, uganda, rebel, claim 
##  Topic 4: ambush, --, attack, armi, troop 
##  Topic 5: --, lra, okapi, kill, la 
##  Topic 6: three, nine, uganda, forc, -- 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, command 
##  Topic 9: new, vision, kampala, apr, jun 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, via 
##  Topic 13: sudan, kill, lra, vol, ac 
##  Topic 14: rebel, armi, ugandan, kill, rescu 
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## Topic 1: africa, polit, daili, war, w 
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##  Topic 3: kill, lra, uganda, rebel, claim 
##  Topic 4: ambush, --, attack, armi, troop 
##  Topic 5: --, okapi, lra, kill, la 
##  Topic 6: three, nine, uganda, forc, -- 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, command 
##  Topic 9: new, vision, kampala, jun, apr 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, via 
##  Topic 13: sudan, kill, lra, vol, ac 
##  Topic 14: rebel, armi, ugandan, kill, rescu 
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## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, --, p, ai, break 
##  Topic 3: kill, lra, uganda, rebel, claim 
##  Topic 4: ambush, --, attack, armi, troop 
##  Topic 5: --, okapi, lra, kill, la 
##  Topic 6: three, nine, uganda, forc, -- 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, command 
##  Topic 9: new, vision, kampala, jun, sep 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, via 
##  Topic 13: sudan, kill, lra, vol, ac 
##  Topic 14: rebel, armi, ugandan, kill, rescu 
##  Topic 15: --, raid, camp, seven, captiv 
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## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, --, p, ai, break 
##  Topic 3: kill, lra, uganda, rebel, claim 
##  Topic 4: ambush, --, attack, armi, troop 
##  Topic 5: --, okapi, lra, la, dungu 
##  Topic 6: three, uganda, nine, forc, -- 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, command 
##  Topic 9: new, vision, kampala, jun, sep 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, apr 
##  Topic 13: sudan, kill, lra, vol, ac 
##  Topic 14: rebel, armi, ugandan, kill, rescu 
##  Topic 15: --, raid, camp, seven, captiv 
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## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, --, p, ai, break 
##  Topic 3: kill, lra, uganda, rebel, claim 
##  Topic 4: ambush, --, attack, armi, troop 
##  Topic 5: --, okapi, lra, la, dungu 
##  Topic 6: three, uganda, nine, forc, -- 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, command 
##  Topic 9: new, vision, kampala, jun, sep 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, apr 
##  Topic 13: sudan, kill, lra, vol, ac 
##  Topic 14: rebel, armi, ugandan, kill, rescu 
##  Topic 15: --, raid, camp, seven, captiv 
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## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, --, p, ai, break 
##  Topic 3: kill, lra, uganda, rebel, claim 
##  Topic 4: ambush, --, attack, armi, troop 
##  Topic 5: --, okapi, lra, la, dungu 
##  Topic 6: three, nine, uganda, forc, -- 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, command 
##  Topic 9: new, vision, kampala, jun, sep 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, apr 
##  Topic 13: sudan, kill, lra, vol, ac 
##  Topic 14: rebel, armi, ugandan, kill, rescu 
##  Topic 15: --, raid, camp, seven, captiv 
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## Completing Iteration 360 (approx. per word bound = -3.466, relative change = 2.195e-05) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, --, p, ai, break 
##  Topic 3: kill, lra, uganda, rebel, claim 
##  Topic 4: ambush, --, attack, armi, troop 
##  Topic 5: --, okapi, lra, la, dungu 
##  Topic 6: three, nine, uganda, forc, -- 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, dow 
##  Topic 9: new, vision, kampala, jun, sep 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, apr 
##  Topic 13: sudan, kill, lra, vol, ac 
##  Topic 14: rebel, armi, ugandan, kill, rescu 
##  Topic 15: --, raid, camp, seven, captiv 
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## Completing Iteration 365 (approx. per word bound = -3.466, relative change = 2.041e-05) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, --, p, ai, break 
##  Topic 3: kill, lra, uganda, rebel, claim 
##  Topic 4: ambush, --, attack, armi, troop 
##  Topic 5: --, okapi, lra, la, dungu 
##  Topic 6: three, nine, uganda, forc, -- 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, dow 
##  Topic 9: new, vision, kampala, jun, sep 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, apr 
##  Topic 13: sudan, kill, lra, vol, ac 
##  Topic 14: rebel, armi, ugandan, kill, rescu 
##  Topic 15: --, raid, camp, seven, captiv 
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## Completing Iteration 366 (approx. per word bound = -3.466, relative change = 2.034e-05) 
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## Completing Iteration 370 (approx. per word bound = -3.465, relative change = 2.063e-05) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, --, p, ai, break 
##  Topic 3: kill, lra, uganda, rebel, claim 
##  Topic 4: ambush, --, attack, armi, troop 
##  Topic 5: --, okapi, lra, la, dungu 
##  Topic 6: three, nine, uganda, forc, -- 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, dow 
##  Topic 9: new, vision, kampala, jun, sep 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, apr 
##  Topic 13: sudan, kill, lra, vol, ac 
##  Topic 14: rebel, armi, ugandan, kill, rescu 
##  Topic 15: --, raid, camp, seven, captiv 
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## Completing Iteration 371 (approx. per word bound = -3.465, relative change = 2.084e-05) 
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## Completing Iteration 372 (approx. per word bound = -3.465, relative change = 2.117e-05) 
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## Completing Iteration 375 (approx. per word bound = -3.465, relative change = 2.165e-05) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, --, p, ai, break 
##  Topic 3: kill, lra, uganda, rebel, armi 
##  Topic 4: ambush, --, attack, armi, troop 
##  Topic 5: --, okapi, lra, la, dungu 
##  Topic 6: three, nine, uganda, forc, -- 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, dow 
##  Topic 9: new, vision, kampala, jun, sep 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, apr 
##  Topic 13: sudan, kill, lra, vol, ac 
##  Topic 14: rebel, armi, ugandan, kill, rescu 
##  Topic 15: --, raid, seven, captiv, camp 
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## Completing Iteration 376 (approx. per word bound = -3.465, relative change = 2.132e-05) 
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## Completing Iteration 377 (approx. per word bound = -3.465, relative change = 2.169e-05) 
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## Completing Iteration 380 (approx. per word bound = -3.465, relative change = 2.116e-05) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, --, p, ai, break 
##  Topic 3: kill, lra, uganda, rebel, armi 
##  Topic 4: ambush, --, attack, armi, troop 
##  Topic 5: --, okapi, la, dungu, lra 
##  Topic 6: three, nine, uganda, forc, -- 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, dow 
##  Topic 9: new, vision, kampala, jun, sep 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, apr 
##  Topic 13: sudan, kill, lra, vol, ac 
##  Topic 14: rebel, armi, ugandan, kill, rescu 
##  Topic 15: --, raid, seven, captiv, five 
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## Completing Iteration 381 (approx. per word bound = -3.465, relative change = 2.137e-05) 
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## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, --, p, ai, break 
##  Topic 3: kill, lra, uganda, rebel, armi 
##  Topic 4: ambush, --, attack, armi, troop 
##  Topic 5: --, okapi, la, dungu, lra 
##  Topic 6: three, nine, uganda, forc, -- 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, dow 
##  Topic 9: new, vision, kampala, jun, sep 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, apr 
##  Topic 13: sudan, lra, kill, vol, ac 
##  Topic 14: rebel, armi, ugandan, kill, rescu 
##  Topic 15: --, raid, five, seven, captiv 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 386 (approx. per word bound = -3.464, relative change = 2.111e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 387 (approx. per word bound = -3.464, relative change = 2.103e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 388 (approx. per word bound = -3.464, relative change = 2.095e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 389 (approx. per word bound = -3.464, relative change = 2.128e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 390 (approx. per word bound = -3.464, relative change = 2.117e-05) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, --, p, ai, break 
##  Topic 3: kill, lra, uganda, rebel, armi 
##  Topic 4: ambush, --, armi, attack, troop 
##  Topic 5: --, okapi, la, dungu, lra 
##  Topic 6: three, nine, uganda, forc, -- 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, dow 
##  Topic 9: new, vision, kampala, jun, sep 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, apr 
##  Topic 13: sudan, lra, kill, vol, ac 
##  Topic 14: rebel, ugandan, armi, kill, rescu 
##  Topic 15: --, raid, five, seven, captiv 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 391 (approx. per word bound = -3.464, relative change = 2.090e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 392 (approx. per word bound = -3.464, relative change = 2.062e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 393 (approx. per word bound = -3.464, relative change = 2.097e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 394 (approx. per word bound = -3.464, relative change = 2.087e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 395 (approx. per word bound = -3.464, relative change = 2.084e-05) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, --, p, ai, break 
##  Topic 3: kill, lra, uganda, armi, rebel 
##  Topic 4: ambush, --, armi, attack, troop 
##  Topic 5: --, okapi, la, dungu, lra 
##  Topic 6: three, nine, uganda, forc, -- 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, dow 
##  Topic 9: new, vision, kampala, jun, sep 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, apr 
##  Topic 13: sudan, lra, kill, vol, ac 
##  Topic 14: rebel, ugandan, armi, kill, rescu 
##  Topic 15: --, five, raid, two, seven 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 396 (approx. per word bound = -3.463, relative change = 2.083e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 397 (approx. per word bound = -3.463, relative change = 2.128e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 398 (approx. per word bound = -3.463, relative change = 2.202e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 399 (approx. per word bound = -3.463, relative change = 2.309e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 400 (approx. per word bound = -3.463, relative change = 2.422e-05) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, --, p, ai, break 
##  Topic 3: kill, lra, uganda, armi, rebel 
##  Topic 4: ambush, --, armi, attack, troop 
##  Topic 5: --, okapi, la, dungu, lra 
##  Topic 6: three, nine, uganda, --, forc 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, dow 
##  Topic 9: new, vision, kampala, jun, sep 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, apr 
##  Topic 13: sudan, lra, kill, vol, ac 
##  Topic 14: rebel, ugandan, armi, kill, rescu 
##  Topic 15: --, five, raid, two, seven 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 401 (approx. per word bound = -3.463, relative change = 2.578e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 402 (approx. per word bound = -3.463, relative change = 2.708e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 403 (approx. per word bound = -3.463, relative change = 2.619e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 404 (approx. per word bound = -3.463, relative change = 2.676e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 405 (approx. per word bound = -3.463, relative change = 2.656e-05) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, --, p, ai, break 
##  Topic 3: kill, lra, uganda, armi, rebel 
##  Topic 4: ambush, --, armi, attack, troop 
##  Topic 5: --, okapi, la, dungu, lra 
##  Topic 6: three, nine, uganda, --, forc 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, dow 
##  Topic 9: new, vision, kampala, jun, sep 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, apr 
##  Topic 13: sudan, lra, kill, vol, ac 
##  Topic 14: rebel, ugandan, armi, kill, rescu 
##  Topic 15: --, five, two, raid, seven 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 406 (approx. per word bound = -3.463, relative change = 2.607e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 407 (approx. per word bound = -3.462, relative change = 2.768e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 408 (approx. per word bound = -3.462, relative change = 2.684e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 409 (approx. per word bound = -3.462, relative change = 2.562e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 410 (approx. per word bound = -3.462, relative change = 2.165e-05) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, --, p, ai, break 
##  Topic 3: kill, lra, uganda, armi, rebel 
##  Topic 4: ambush, --, armi, attack, troop 
##  Topic 5: --, okapi, la, dungu, lra 
##  Topic 6: three, nine, uganda, --, forc 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, dow 
##  Topic 9: new, vision, kampala, jun, sep 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, apr 
##  Topic 13: sudan, lra, kill, vol, ac 
##  Topic 14: rebel, ugandan, armi, kill, rescu 
##  Topic 15: --, five, two, raid, captiv 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 411 (approx. per word bound = -3.462, relative change = 1.790e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 412 (approx. per word bound = -3.462, relative change = 1.427e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 413 (approx. per word bound = -3.462, relative change = 1.216e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 414 (approx. per word bound = -3.462, relative change = 1.082e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 415 (approx. per word bound = -3.462, relative change = 1.017e-05) 
## Topic 1: africa, polit, daili, war, w 
##  Topic 2: uganda, --, p, ai, break 
##  Topic 3: kill, lra, armi, uganda, rebel 
##  Topic 4: ambush, --, armi, attack, troop 
##  Topic 5: --, okapi, la, dungu, lra 
##  Topic 6: three, nine, uganda, --, forc 
##  Topic 7: ugandan, clash, congo, four, drcongo 
##  Topic 8: soldier, updf, sudan, kill, dow 
##  Topic 9: new, vision, kampala, jun, sep 
##  Topic 10: lra, crisi, --, incid, attack 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: kampala, africa, comtex, global, apr 
##  Topic 13: sudan, lra, kill, vol, ac 
##  Topic 14: rebel, ugandan, armi, kill, rescu 
##  Topic 15: --, five, two, raid, captiv 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ................
##   Recovering initialization...
##      ....
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.810) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      .................
##   Recovering initialization...
##      ....
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.553) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ..................
##   Recovering initialization...
##      ....
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -5.190) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.658, relative change = 1.025e-01) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.408, relative change = 5.365e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.221, relative change = 4.242e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.090, relative change = 3.088e-02) 
## Topic 1: kill, crisi, comtex, uel, haut 
##  Topic 2: ugandan, armi, attack, two, drcongo 
##  Topic 3: ugandan, armi, attack, two, drcongo 
##  Topic 4: central, sudan, republ, secur, african 
##  Topic 5: lord, resist, armi, sudan, ambush 
##  Topic 6: ionl, vol, sudan, armi, ac 
##  Topic 7: w, war, ablaz, contin, insurg 
##  Topic 8: claim, five, eight, forc, week 
##  Topic 9: vision, ugandan, visino, latest, end 
##  Topic 10: sudan, troop, ai, break, koni 
##  Topic 11: humanitair, oriental, au, du, war 
##  Topic 12: africa, new, kampala, jun, eldest 
##  Topic 13: polit, soldier, via, bunia, clash 
##  Topic 14: armi, nine, ugandan, govern, six 
##  Topic 15: lra, apr, global, p, daili 
##  Topic 16: ugandan, ambush, three, command, candip 
##  Topic 17: --, ugandan, lra, indian, ocean 
##  Topic 18: rebel, uganda, say, rescu, raid 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -3.980, relative change = 2.692e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -3.901, relative change = 1.998e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -3.848, relative change = 1.354e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -3.809, relative change = 1.009e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -3.776, relative change = 8.606e-03) 
## Topic 1: kill, crisi, comtex, seven, uel 
##  Topic 2: ugandan, two, armi, clash, drcongo 
##  Topic 3: sudan, attack, ugandan, peopl, middl 
##  Topic 4: central, republ, secur, armi, sudan 
##  Topic 5: lord, armi, resist, sep, uganda 
##  Topic 6: ionl, vol, sudan, ac, issu 
##  Topic 7: w, war, ablaz, contin, insurg 
##  Topic 8: claim, five, eight, week, dow 
##  Topic 9: vision, ugandan, visino, latest, gulu 
##  Topic 10: p, troop, koni, uganda, ai 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, new, kampala, jun, eldest 
##  Topic 13: polit, soldier, via, captiv, drc 
##  Topic 14: armi, ugandan, nine, govern, six 
##  Topic 15: lra, apr, global, updf, region 
##  Topic 16: ambush, three, command, ugandan, dead 
##  Topic 17: --, ugandan, indian, ocean, jone 
##  Topic 18: rebel, uganda, say, rescu, raid 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -3.751, relative change = 6.753e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -3.729, relative change = 5.933e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -3.711, relative change = 4.695e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -3.698, relative change = 3.659e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -3.687, relative change = 2.836e-03) 
## Topic 1: kill, crisi, seven, uel, haut 
##  Topic 2: ugandan, two, armi, clash, drcongo 
##  Topic 3: sudan, attack, peopl, ugandan, middl 
##  Topic 4: central, armi, secur, republ, soldier 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, vol, sudan, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: claim, five, eight, week, forc 
##  Topic 9: vision, gulu, visino, new, locat 
##  Topic 10: p, uganda, koni, troop, ai 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, new, kampala, jun, eldest 
##  Topic 13: polit, comtex, via, soldier, captiv 
##  Topic 14: armi, ugandan, nine, govern, six 
##  Topic 15: lra, apr, global, updf, region 
##  Topic 16: ambush, three, command, dead, dr 
##  Topic 17: --, civilian, jone, ugandan, rebel 
##  Topic 18: rebel, uganda, say, rescu, raid 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -3.678, relative change = 2.466e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -3.668, relative change = 2.644e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -3.657, relative change = 3.059e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -3.647, relative change = 2.812e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -3.638, relative change = 2.350e-03) 
## Topic 1: kill, crisi, seven, uel, haut 
##  Topic 2: ugandan, two, soldier, armi, clash 
##  Topic 3: sudan, attack, peopl, middl, equatoria 
##  Topic 4: armi, central, secur, republ, africa 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, vol, sudan, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: claim, five, eight, week, forc 
##  Topic 9: vision, new, gulu, visino, locat 
##  Topic 10: p, uganda, koni, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, new, kampala, jun, eldest 
##  Topic 13: polit, comtex, via, captiv, drc 
##  Topic 14: armi, ugandan, nine, govern, six 
##  Topic 15: lra, apr, global, updf, region 
##  Topic 16: ambush, three, command, dead, dr 
##  Topic 17: --, civilian, jone, govern, rebel 
##  Topic 18: rebel, uganda, say, rescu, captur 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -3.629, relative change = 2.492e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -3.621, relative change = 2.359e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -3.613, relative change = 2.127e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -3.606, relative change = 1.808e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -3.601, relative change = 1.503e-03) 
## Topic 1: kill, crisi, seven, uel, haut 
##  Topic 2: ugandan, two, soldier, armi, clash 
##  Topic 3: sudan, attack, peopl, five, middl 
##  Topic 4: africa, armi, central, secur, republ 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, vol, sudan, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: claim, five, eight, raid, week 
##  Topic 9: vision, new, gulu, free, massacr 
##  Topic 10: p, uganda, koni, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, new, kampala, jun, eldest 
##  Topic 13: polit, comtex, global, via, captiv 
##  Topic 14: armi, ugandan, nine, govern, six 
##  Topic 15: lra, apr, updf, region, violenc 
##  Topic 16: ambush, three, command, dead, dr 
##  Topic 17: --, civilian, govern, jone, rebel 
##  Topic 18: rebel, uganda, rescu, say, troop 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -3.596, relative change = 1.294e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -3.592, relative change = 1.192e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -3.588, relative change = 1.167e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -3.583, relative change = 1.202e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -3.579, relative change = 1.320e-03) 
## Topic 1: kill, crisi, seven, uel, haut 
##  Topic 2: ugandan, two, soldier, armi, clash 
##  Topic 3: sudan, attack, five, peopl, middl 
##  Topic 4: africa, armi, central, secur, republ 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, vol, sudan, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: claim, eight, five, raid, week 
##  Topic 9: vision, new, gulu, free, massacr 
##  Topic 10: p, uganda, koni, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, new, kampala, jun, ubc 
##  Topic 13: polit, comtex, global, via, captiv 
##  Topic 14: armi, ugandan, nine, say, govern 
##  Topic 15: lra, crisi, apr, updf, region 
##  Topic 16: ambush, three, command, dead, arm 
##  Topic 17: --, civilian, govern, jone, rebel 
##  Topic 18: rebel, uganda, rescu, troop, say 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -3.573, relative change = 1.475e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -3.568, relative change = 1.636e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -3.562, relative change = 1.691e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 34 (approx. per word bound = -3.556, relative change = 1.525e-03) 
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## Completing Iteration 35 (approx. per word bound = -3.552, relative change = 1.076e-03) 
## Topic 1: kill, seven, uel, haut, bullet 
##  Topic 2: ugandan, two, soldier, armi, rebel 
##  Topic 3: sudan, attack, five, peopl, middl 
##  Topic 4: armi, africa, central, secur, republ 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, vol, sudan, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: claim, eight, raid, week, dow 
##  Topic 9: vision, new, gulu, free, massacr 
##  Topic 10: p, uganda, koni, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, new, jun, ubc 
##  Topic 13: polit, comtex, global, via, captiv 
##  Topic 14: armi, ugandan, nine, say, six 
##  Topic 15: lra, crisi, apr, updf, incid 
##  Topic 16: ambush, three, command, arm, dead 
##  Topic 17: --, govern, civilian, jone, burn 
##  Topic 18: rebel, uganda, rescu, troop, captur 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 36 (approx. per word bound = -3.549, relative change = 8.554e-04) 
## ....................................................................................................
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## Completing Iteration 37 (approx. per word bound = -3.546, relative change = 8.152e-04) 
## ....................................................................................................
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## Completing Iteration 38 (approx. per word bound = -3.543, relative change = 8.919e-04) 
## ....................................................................................................
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## Completing Iteration 39 (approx. per word bound = -3.540, relative change = 9.671e-04) 
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## Completing Iteration 40 (approx. per word bound = -3.537, relative change = 9.117e-04) 
## Topic 1: kill, seven, uel, haut, bullet 
##  Topic 2: ugandan, two, soldier, rebel, armi 
##  Topic 3: sudan, five, attack, peopl, middl 
##  Topic 4: armi, central, africa, secur, republ 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, vol, sudan, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: claim, eight, raid, week, dow 
##  Topic 9: vision, new, gulu, free, massacr 
##  Topic 10: p, uganda, koni, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, new, jun, apr 
##  Topic 13: polit, comtex, global, via, captiv 
##  Topic 14: armi, ugandan, nine, say, six 
##  Topic 15: lra, crisi, updf, apr, incid 
##  Topic 16: ambush, three, command, arm, dead 
##  Topic 17: --, govern, civilian, jone, burn 
##  Topic 18: rebel, uganda, rescu, troop, captur 
## ....................................................................................................
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## Completing Iteration 41 (approx. per word bound = -3.533, relative change = 9.333e-04) 
## ....................................................................................................
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## Completing Iteration 42 (approx. per word bound = -3.530, relative change = 8.595e-04) 
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## Completing Iteration 43 (approx. per word bound = -3.528, relative change = 7.389e-04) 
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## Completing Iteration 44 (approx. per word bound = -3.525, relative change = 6.452e-04) 
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## Completing Iteration 45 (approx. per word bound = -3.523, relative change = 6.710e-04) 
## Topic 1: kill, seven, uel, haut, bullet 
##  Topic 2: ugandan, two, rebel, soldier, armi 
##  Topic 3: sudan, five, attack, peopl, middl 
##  Topic 4: armi, central, secur, republ, africa 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, vol, sudan, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: claim, eight, raid, week, dow 
##  Topic 9: vision, new, gulu, free, massacr 
##  Topic 10: p, uganda, koni, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, new, jun 
##  Topic 13: polit, global, comtex, via, region 
##  Topic 14: armi, ugandan, nine, say, six 
##  Topic 15: lra, crisi, updf, incid, kitgum 
##  Topic 16: ambush, three, command, arm, dead 
##  Topic 17: --, govern, civilian, burn, dow 
##  Topic 18: rebel, uganda, rescu, troop, captur 
## ....................................................................................................
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## Completing Iteration 46 (approx. per word bound = -3.521, relative change = 6.296e-04) 
## ....................................................................................................
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## Completing Iteration 47 (approx. per word bound = -3.519, relative change = 5.533e-04) 
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## Completing Iteration 48 (approx. per word bound = -3.517, relative change = 5.559e-04) 
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## Completing Iteration 49 (approx. per word bound = -3.515, relative change = 6.136e-04) 
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## Completing Iteration 50 (approx. per word bound = -3.513, relative change = 6.159e-04) 
## Topic 1: kill, seven, bullet, recov, ten 
##  Topic 2: ugandan, two, rebel, soldier, armi 
##  Topic 3: sudan, five, attack, peopl, middl 
##  Topic 4: armi, central, republ, secur, africa 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, vol, sudan, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: claim, eight, raid, week, dow 
##  Topic 9: new, vision, gulu, free, captiv 
##  Topic 10: p, uganda, koni, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, nine, say, six 
##  Topic 15: lra, crisi, updf, incid, kitgum 
##  Topic 16: ambush, three, command, arm, dead 
##  Topic 17: --, govern, civilian, burn, dow 
##  Topic 18: rebel, uganda, rescu, troop, captur 
## ....................................................................................................
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## Completing Iteration 51 (approx. per word bound = -3.510, relative change = 5.960e-04) 
## ....................................................................................................
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## Completing Iteration 52 (approx. per word bound = -3.509, relative change = 5.170e-04) 
## ....................................................................................................
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## Completing Iteration 53 (approx. per word bound = -3.507, relative change = 4.582e-04) 
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## Completing Iteration 54 (approx. per word bound = -3.505, relative change = 5.225e-04) 
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## Completing Iteration 55 (approx. per word bound = -3.503, relative change = 5.455e-04) 
## Topic 1: kill, seven, bullet, recov, ten 
##  Topic 2: ugandan, two, rebel, soldier, armi 
##  Topic 3: sudan, five, attack, peopl, middl 
##  Topic 4: armi, central, secur, republ, africa 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, vol, sudan, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: claim, eight, raid, week, dow 
##  Topic 9: new, vision, captiv, free, gulu 
##  Topic 10: p, uganda, koni, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, nine, say, six 
##  Topic 15: lra, crisi, updf, incid, drc 
##  Topic 16: ambush, three, command, arm, dead 
##  Topic 17: --, govern, civilian, burn, vehicl 
##  Topic 18: rebel, uganda, rescu, troop, captur 
## ....................................................................................................
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## Completing Iteration 56 (approx. per word bound = -3.502, relative change = 4.858e-04) 
## ....................................................................................................
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## Completing Iteration 57 (approx. per word bound = -3.500, relative change = 3.894e-04) 
## ....................................................................................................
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## Completing Iteration 58 (approx. per word bound = -3.499, relative change = 3.336e-04) 
## ....................................................................................................
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## Completing Iteration 59 (approx. per word bound = -3.498, relative change = 2.373e-04) 
## ....................................................................................................
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## Completing Iteration 60 (approx. per word bound = -3.497, relative change = 2.237e-04) 
## Topic 1: kill, seven, bullet, recov, ten 
##  Topic 2: ugandan, two, rebel, soldier, armi 
##  Topic 3: sudan, five, attack, peopl, middl 
##  Topic 4: armi, central, africa, republ, secur 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, sudan, vol, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: claim, eight, raid, dow, week 
##  Topic 9: new, vision, captiv, free, gulu 
##  Topic 10: p, uganda, koni, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, nine, say, six 
##  Topic 15: lra, crisi, updf, incid, drc 
##  Topic 16: ambush, three, command, arm, dead 
##  Topic 17: --, govern, civilian, burn, vehicl 
##  Topic 18: rebel, uganda, rescu, troop, captur 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 61 (approx. per word bound = -3.497, relative change = 2.304e-04) 
## ....................................................................................................
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## Completing Iteration 62 (approx. per word bound = -3.496, relative change = 1.444e-04) 
## ....................................................................................................
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## Completing Iteration 63 (approx. per word bound = -3.495, relative change = 1.931e-04) 
## ....................................................................................................
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## Completing Iteration 64 (approx. per word bound = -3.495, relative change = 1.916e-04) 
## ....................................................................................................
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## Completing Iteration 65 (approx. per word bound = -3.494, relative change = 1.758e-04) 
## Topic 1: kill, seven, bullet, recov, ten 
##  Topic 2: ugandan, two, rebel, armi, soldier 
##  Topic 3: sudan, five, attack, peopl, middl 
##  Topic 4: armi, central, africa, secur, republ 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, sudan, vol, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: claim, eight, raid, week, dow 
##  Topic 9: new, vision, captiv, free, gulu 
##  Topic 10: p, uganda, koni, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, say, nine, six 
##  Topic 15: lra, crisi, updf, incid, drc 
##  Topic 16: ambush, three, command, arm, dead 
##  Topic 17: --, govern, burn, civilian, vehicl 
##  Topic 18: rebel, uganda, rescu, troop, captur 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 66 (approx. per word bound = -3.494, relative change = 1.592e-04) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 67 (approx. per word bound = -3.493, relative change = 1.398e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 68 (approx. per word bound = -3.493, relative change = 1.229e-04) 
## ....................................................................................................
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## Completing Iteration 69 (approx. per word bound = -3.492, relative change = 1.156e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 70 (approx. per word bound = -3.492, relative change = 1.154e-04) 
## Topic 1: kill, seven, bullet, recov, ten 
##  Topic 2: ugandan, two, rebel, armi, soldier 
##  Topic 3: sudan, five, attack, peopl, rebel 
##  Topic 4: armi, central, africa, republ, secur 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, sudan, vol, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: claim, eight, raid, week, die 
##  Topic 9: new, vision, captiv, free, gulu 
##  Topic 10: p, uganda, koni, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, say, nine, six 
##  Topic 15: lra, crisi, incid, updf, drc 
##  Topic 16: ambush, three, command, arm, dead 
##  Topic 17: --, govern, burn, vehicl, civilian 
##  Topic 18: rebel, uganda, rescu, troop, captur 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 71 (approx. per word bound = -3.491, relative change = 1.226e-04) 
## ....................................................................................................
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## Completing Iteration 72 (approx. per word bound = -3.491, relative change = 1.807e-04) 
## ....................................................................................................
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## Completing Iteration 73 (approx. per word bound = -3.490, relative change = 1.505e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 74 (approx. per word bound = -3.490, relative change = 1.644e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 75 (approx. per word bound = -3.489, relative change = 1.409e-04) 
## Topic 1: kill, seven, bullet, recov, ten 
##  Topic 2: ugandan, two, rebel, armi, soldier 
##  Topic 3: sudan, five, attack, peopl, rebel 
##  Topic 4: armi, central, africa, secur, republ 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, sudan, vol, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: claim, eight, raid, week, die 
##  Topic 9: new, vision, captiv, free, gulu 
##  Topic 10: p, uganda, koni, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, say, nine, six 
##  Topic 15: lra, crisi, incid, updf, drc 
##  Topic 16: ambush, three, command, arm, dead 
##  Topic 17: --, govern, burn, recent, dow 
##  Topic 18: rebel, uganda, rescu, troop, captur 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 76 (approx. per word bound = -3.489, relative change = 1.525e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 77 (approx. per word bound = -3.488, relative change = 1.569e-04) 
## ....................................................................................................
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## Completed M-Step. 
## Completing Iteration 78 (approx. per word bound = -3.488, relative change = 1.515e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 79 (approx. per word bound = -3.487, relative change = 1.396e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 80 (approx. per word bound = -3.487, relative change = 1.366e-04) 
## Topic 1: kill, seven, bullet, recov, ten 
##  Topic 2: ugandan, two, rebel, armi, soldier 
##  Topic 3: sudan, five, attack, peopl, rebel 
##  Topic 4: armi, africa, central, republ, secur 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, sudan, vol, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: claim, eight, raid, week, die 
##  Topic 9: new, vision, captiv, free, gulu 
##  Topic 10: p, uganda, koni, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, say, nine, cite 
##  Topic 15: lra, crisi, incid, updf, drc 
##  Topic 16: ambush, three, command, uganda, arm 
##  Topic 17: --, govern, recent, burn, dow 
##  Topic 18: rebel, uganda, rescu, troop, captur 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 81 (approx. per word bound = -3.486, relative change = 1.441e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 82 (approx. per word bound = -3.486, relative change = 1.483e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 83 (approx. per word bound = -3.485, relative change = 1.411e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 84 (approx. per word bound = -3.485, relative change = 1.232e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 85 (approx. per word bound = -3.484, relative change = 1.072e-04) 
## Topic 1: kill, seven, bullet, recov, ten 
##  Topic 2: ugandan, two, rebel, armi, soldier 
##  Topic 3: sudan, five, attack, rebel, peopl 
##  Topic 4: armi, africa, central, kill, secur 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, sudan, vol, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: claim, eight, raid, week, die 
##  Topic 9: new, vision, captiv, free, gulu 
##  Topic 10: p, koni, uganda, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, say, nine, cite 
##  Topic 15: lra, crisi, incid, updf, drc 
##  Topic 16: ambush, three, command, uganda, arm 
##  Topic 17: --, govern, recent, burn, dow 
##  Topic 18: rebel, uganda, rescu, troop, captur 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 86 (approx. per word bound = -3.484, relative change = 9.751e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 87 (approx. per word bound = -3.484, relative change = 9.397e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 88 (approx. per word bound = -3.483, relative change = 9.170e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 89 (approx. per word bound = -3.483, relative change = 9.258e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 90 (approx. per word bound = -3.483, relative change = 9.441e-05) 
## Topic 1: kill, seven, bullet, recov, ten 
##  Topic 2: ugandan, two, rebel, armi, soldier 
##  Topic 3: sudan, five, attack, rebel, peopl 
##  Topic 4: armi, africa, central, kill, secur 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, sudan, vol, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: claim, eight, raid, week, die 
##  Topic 9: new, vision, captiv, free, gulu 
##  Topic 10: p, koni, uganda, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, say, nine, cite 
##  Topic 15: lra, crisi, incid, updf, drc 
##  Topic 16: ambush, three, command, uganda, arm 
##  Topic 17: --, govern, recent, burn, dow 
##  Topic 18: rebel, uganda, rescu, troop, captur 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 91 (approx. per word bound = -3.482, relative change = 9.707e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 92 (approx. per word bound = -3.482, relative change = 1.010e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 93 (approx. per word bound = -3.482, relative change = 1.079e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 94 (approx. per word bound = -3.481, relative change = 1.171e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 95 (approx. per word bound = -3.481, relative change = 1.261e-04) 
## Topic 1: kill, seven, bullet, recov, ten 
##  Topic 2: ugandan, two, rebel, armi, soldier 
##  Topic 3: sudan, five, attack, rebel, peopl 
##  Topic 4: armi, africa, kill, central, republ 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, sudan, vol, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: claim, eight, raid, week, die 
##  Topic 9: new, vision, captiv, gulu, free 
##  Topic 10: p, koni, uganda, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, say, nine, rebel 
##  Topic 15: lra, crisi, incid, updf, drc 
##  Topic 16: ambush, three, uganda, command, arm 
##  Topic 17: --, govern, dow, recent, burn 
##  Topic 18: rebel, uganda, rescu, troop, captur 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 96 (approx. per word bound = -3.480, relative change = 1.333e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 97 (approx. per word bound = -3.480, relative change = 1.427e-04) 
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## Completing Iteration 100 (approx. per word bound = -3.478, relative change = 1.740e-04) 
## Topic 1: kill, seven, bullet, recov, ten 
##  Topic 2: ugandan, two, rebel, armi, soldier 
##  Topic 3: sudan, five, attack, rebel, peopl 
##  Topic 4: armi, africa, kill, central, republ 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, sudan, vol, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: claim, eight, raid, week, die 
##  Topic 9: new, vision, captiv, free, gulu 
##  Topic 10: p, uganda, koni, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, say, nine, rebel 
##  Topic 15: lra, crisi, incid, drc, updf 
##  Topic 16: ambush, three, uganda, arm, dr 
##  Topic 17: --, govern, dow, recent, burn 
##  Topic 18: rebel, uganda, rescu, troop, captur 
## ....................................................................................................
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## Completing Iteration 101 (approx. per word bound = -3.478, relative change = 1.489e-04) 
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## Completing Iteration 102 (approx. per word bound = -3.477, relative change = 1.334e-04) 
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## Completing Iteration 105 (approx. per word bound = -3.476, relative change = 1.232e-04) 
## Topic 1: kill, seven, bullet, recov, ten 
##  Topic 2: ugandan, two, rebel, armi, soldier 
##  Topic 3: sudan, five, attack, rebel, peopl 
##  Topic 4: armi, africa, kill, central, secur 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, sudan, vol, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: claim, eight, lra, raid, week 
##  Topic 9: new, vision, captiv, free, gulu 
##  Topic 10: p, uganda, koni, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, say, nine, rebel 
##  Topic 15: lra, crisi, incid, drc, updf 
##  Topic 16: ambush, three, uganda, arm, dr 
##  Topic 17: --, dow, govern, recent, burn 
##  Topic 18: rebel, uganda, rescu, troop, captur 
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## Completing Iteration 106 (approx. per word bound = -3.475, relative change = 1.245e-04) 
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## Completing Iteration 110 (approx. per word bound = -3.474, relative change = 1.163e-04) 
## Topic 1: kill, seven, bullet, recov, ten 
##  Topic 2: ugandan, two, rebel, armi, soldier 
##  Topic 3: sudan, five, attack, rebel, peopl 
##  Topic 4: armi, africa, kill, central, -- 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, sudan, vol, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: claim, lra, eight, raid, week 
##  Topic 9: new, vision, captiv, free, gulu 
##  Topic 10: p, uganda, koni, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, say, nine, rebel 
##  Topic 15: lra, crisi, incid, drc, updf 
##  Topic 16: ambush, three, uganda, arm, dr 
##  Topic 17: --, dow, govern, recent, burn 
##  Topic 18: rebel, uganda, rescu, troop, captur 
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## Completing Iteration 111 (approx. per word bound = -3.473, relative change = 1.084e-04) 
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## Completing Iteration 115 (approx. per word bound = -3.472, relative change = 8.499e-05) 
## Topic 1: kill, seven, bullet, recov, ten 
##  Topic 2: ugandan, two, rebel, armi, soldier 
##  Topic 3: sudan, five, attack, rebel, peopl 
##  Topic 4: armi, africa, kill, --, central 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, sudan, vol, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: claim, lra, eight, raid, week 
##  Topic 9: new, vision, captiv, free, gulu 
##  Topic 10: p, uganda, koni, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, say, nine, rebel 
##  Topic 15: lra, crisi, incid, drc, updf 
##  Topic 16: ambush, three, uganda, arm, dr 
##  Topic 17: --, dow, govern, recent, burn 
##  Topic 18: rebel, uganda, rescu, troop, four 
## ....................................................................................................
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## Completing Iteration 116 (approx. per word bound = -3.472, relative change = 8.255e-05) 
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## Completing Iteration 118 (approx. per word bound = -3.471, relative change = 7.850e-05) 
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## Completing Iteration 119 (approx. per word bound = -3.471, relative change = 7.655e-05) 
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## Completing Iteration 120 (approx. per word bound = -3.471, relative change = 7.644e-05) 
## Topic 1: kill, seven, bullet, recov, ten 
##  Topic 2: ugandan, two, rebel, armi, soldier 
##  Topic 3: sudan, five, attack, rebel, peopl 
##  Topic 4: armi, africa, kill, --, central 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, sudan, vol, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: claim, lra, eight, raid, week 
##  Topic 9: new, vision, captiv, free, gulu 
##  Topic 10: p, uganda, koni, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, rebel, say, nine 
##  Topic 15: lra, crisi, incid, drc, updf 
##  Topic 16: ambush, three, uganda, arm, dr 
##  Topic 17: --, dow, govern, other, recent 
##  Topic 18: rebel, uganda, rescu, troop, four 
## ....................................................................................................
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## Completing Iteration 121 (approx. per word bound = -3.470, relative change = 7.807e-05) 
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## Completing Iteration 122 (approx. per word bound = -3.470, relative change = 8.810e-05) 
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## Completing Iteration 123 (approx. per word bound = -3.470, relative change = 1.078e-04) 
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## Completing Iteration 124 (approx. per word bound = -3.469, relative change = 1.165e-04) 
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## Completing Iteration 125 (approx. per word bound = -3.469, relative change = 1.361e-04) 
## Topic 1: kill, seven, bullet, recov, ten 
##  Topic 2: ugandan, two, rebel, armi, soldier 
##  Topic 3: sudan, five, attack, rebel, peopl 
##  Topic 4: africa, armi, --, kill, central 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, sudan, vol, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: lra, claim, eight, raid, week 
##  Topic 9: new, vision, captiv, free, gulu 
##  Topic 10: p, uganda, koni, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, rebel, say, nine 
##  Topic 15: lra, crisi, incid, drc, updf 
##  Topic 16: ambush, three, uganda, arm, dr 
##  Topic 17: --, dow, govern, other, recent 
##  Topic 18: rebel, uganda, rescu, troop, four 
## ....................................................................................................
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## Completing Iteration 126 (approx. per word bound = -3.468, relative change = 9.383e-05) 
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## Completing Iteration 127 (approx. per word bound = -3.468, relative change = 1.184e-04) 
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## Completing Iteration 128 (approx. per word bound = -3.468, relative change = 1.379e-04) 
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## Completing Iteration 129 (approx. per word bound = -3.467, relative change = 1.616e-04) 
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## Completing Iteration 130 (approx. per word bound = -3.466, relative change = 1.825e-04) 
## Topic 1: kill, seven, bullet, recov, ten 
##  Topic 2: ugandan, two, rebel, armi, soldier 
##  Topic 3: sudan, five, attack, rebel, peopl 
##  Topic 4: --, africa, armi, kill, central 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, sudan, vol, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: lra, claim, eight, raid, week 
##  Topic 9: new, vision, captiv, free, gulu 
##  Topic 10: p, uganda, koni, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, rebel, say, nine 
##  Topic 15: lra, crisi, incid, drc, uel 
##  Topic 16: ambush, three, uganda, arm, dr 
##  Topic 17: --, dow, govern, other, recent 
##  Topic 18: rebel, uganda, rescu, troop, four 
## ....................................................................................................
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## Completing Iteration 131 (approx. per word bound = -3.466, relative change = 1.558e-04) 
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## Completing Iteration 132 (approx. per word bound = -3.465, relative change = 1.222e-04) 
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## Completing Iteration 133 (approx. per word bound = -3.465, relative change = 1.021e-04) 
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## Completing Iteration 134 (approx. per word bound = -3.465, relative change = 9.280e-05) 
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## Completing Iteration 135 (approx. per word bound = -3.464, relative change = 8.935e-05) 
## Topic 1: kill, seven, bullet, recov, ten 
##  Topic 2: ugandan, rebel, two, armi, soldier 
##  Topic 3: sudan, five, attack, rebel, peopl 
##  Topic 4: --, africa, armi, kill, central 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, sudan, vol, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: lra, claim, eight, raid, week 
##  Topic 9: new, vision, captiv, free, gulu 
##  Topic 10: p, koni, uganda, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, rebel, say, nine 
##  Topic 15: lra, crisi, incid, drc, uel 
##  Topic 16: ambush, three, uganda, arm, dr 
##  Topic 17: --, dow, govern, other, jone 
##  Topic 18: rebel, uganda, rescu, troop, four 
## ....................................................................................................
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## Completing Iteration 136 (approx. per word bound = -3.464, relative change = 8.592e-05) 
## ....................................................................................................
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## Completing Iteration 137 (approx. per word bound = -3.464, relative change = 7.950e-05) 
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## Completing Iteration 138 (approx. per word bound = -3.464, relative change = 7.523e-05) 
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## Completing Iteration 139 (approx. per word bound = -3.463, relative change = 7.002e-05) 
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## Completing Iteration 140 (approx. per word bound = -3.463, relative change = 6.922e-05) 
## Topic 1: kill, seven, bullet, recov, ten 
##  Topic 2: ugandan, rebel, two, armi, soldier 
##  Topic 3: sudan, five, attack, rebel, peopl 
##  Topic 4: --, africa, armi, kill, central 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, sudan, vol, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: lra, claim, eight, raid, week 
##  Topic 9: new, vision, captiv, free, gulu 
##  Topic 10: p, koni, uganda, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, rebel, say, nine 
##  Topic 15: lra, crisi, incid, drc, uel 
##  Topic 16: ambush, three, uganda, arm, dr 
##  Topic 17: --, dow, govern, other, jone 
##  Topic 18: rebel, uganda, rescu, troop, four 
## ....................................................................................................
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## Completing Iteration 141 (approx. per word bound = -3.463, relative change = 6.913e-05) 
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## Completing Iteration 142 (approx. per word bound = -3.463, relative change = 6.936e-05) 
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## Completing Iteration 143 (approx. per word bound = -3.462, relative change = 7.031e-05) 
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## Completing Iteration 144 (approx. per word bound = -3.462, relative change = 7.158e-05) 
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## Completing Iteration 145 (approx. per word bound = -3.462, relative change = 7.247e-05) 
## Topic 1: kill, seven, bullet, recov, ten 
##  Topic 2: ugandan, rebel, two, armi, soldier 
##  Topic 3: sudan, five, attack, rebel, peopl 
##  Topic 4: --, africa, armi, kill, central 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, sudan, vol, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: lra, claim, eight, raid, week 
##  Topic 9: new, vision, captiv, free, gulu 
##  Topic 10: p, koni, uganda, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, rebel, say, nine 
##  Topic 15: lra, crisi, incid, drc, uel 
##  Topic 16: ambush, three, uganda, arm, dr 
##  Topic 17: --, dow, govern, other, jone 
##  Topic 18: rebel, uganda, rescu, troop, district 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 146 (approx. per word bound = -3.462, relative change = 7.513e-05) 
## ....................................................................................................
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## Completing Iteration 147 (approx. per word bound = -3.461, relative change = 7.883e-05) 
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## Completing Iteration 148 (approx. per word bound = -3.461, relative change = 8.344e-05) 
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## Completing Iteration 149 (approx. per word bound = -3.461, relative change = 9.013e-05) 
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## Completing Iteration 150 (approx. per word bound = -3.460, relative change = 9.544e-05) 
## Topic 1: kill, seven, bullet, recov, ten 
##  Topic 2: ugandan, rebel, two, armi, soldier 
##  Topic 3: sudan, five, attack, rebel, peopl 
##  Topic 4: --, africa, armi, kill, central 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, sudan, vol, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: lra, claim, eight, raid, week 
##  Topic 9: new, vision, captiv, free, gulu 
##  Topic 10: p, koni, uganda, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, rebel, say, nine 
##  Topic 15: lra, crisi, incid, drc, uel 
##  Topic 16: ambush, three, uganda, arm, dr 
##  Topic 17: --, dow, govern, other, jone 
##  Topic 18: rebel, uganda, rescu, troop, district 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 151 (approx. per word bound = -3.460, relative change = 9.887e-05) 
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## Completing Iteration 152 (approx. per word bound = -3.460, relative change = 1.019e-04) 
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## Completing Iteration 153 (approx. per word bound = -3.459, relative change = 1.055e-04) 
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## Completing Iteration 154 (approx. per word bound = -3.459, relative change = 1.152e-04) 
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## Completing Iteration 155 (approx. per word bound = -3.458, relative change = 1.290e-04) 
## Topic 1: kill, seven, lra, ten, bullet 
##  Topic 2: ugandan, rebel, two, armi, soldier 
##  Topic 3: sudan, five, attack, rebel, peopl 
##  Topic 4: --, africa, armi, kill, central 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, sudan, vol, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: lra, claim, eight, raid, week 
##  Topic 9: new, vision, captiv, free, gulu 
##  Topic 10: p, koni, uganda, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, rebel, say, nine 
##  Topic 15: lra, crisi, incid, drc, uel 
##  Topic 16: ambush, three, uganda, arm, dr 
##  Topic 17: --, dow, govern, other, jone 
##  Topic 18: rebel, uganda, rescu, troop, district 
## ....................................................................................................
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## Completing Iteration 156 (approx. per word bound = -3.458, relative change = 1.342e-04) 
## ....................................................................................................
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## Completing Iteration 157 (approx. per word bound = -3.458, relative change = 1.170e-04) 
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## Completing Iteration 158 (approx. per word bound = -3.457, relative change = 9.439e-05) 
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## Completing Iteration 159 (approx. per word bound = -3.457, relative change = 8.260e-05) 
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## Completing Iteration 160 (approx. per word bound = -3.457, relative change = 8.080e-05) 
## Topic 1: kill, seven, lra, ten, rebel 
##  Topic 2: ugandan, rebel, two, armi, soldier 
##  Topic 3: sudan, five, attack, rebel, peopl 
##  Topic 4: --, africa, armi, kill, central 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, sudan, vol, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: lra, claim, eight, raid, -- 
##  Topic 9: new, vision, captiv, free, gulu 
##  Topic 10: p, koni, uganda, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, rebel, say, nine 
##  Topic 15: lra, crisi, incid, drc, uel 
##  Topic 16: ambush, three, uganda, arm, dr 
##  Topic 17: --, dow, govern, other, jone 
##  Topic 18: rebel, uganda, rescu, troop, district 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 161 (approx. per word bound = -3.456, relative change = 7.927e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 162 (approx. per word bound = -3.456, relative change = 7.595e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 163 (approx. per word bound = -3.456, relative change = 6.959e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 164 (approx. per word bound = -3.456, relative change = 6.397e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 165 (approx. per word bound = -3.456, relative change = 6.249e-05) 
## Topic 1: kill, seven, lra, ten, rebel 
##  Topic 2: ugandan, rebel, two, armi, soldier 
##  Topic 3: sudan, five, attack, rebel, peopl 
##  Topic 4: --, africa, kill, armi, central 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, sudan, vol, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: lra, claim, eight, --, raid 
##  Topic 9: new, vision, captiv, free, gulu 
##  Topic 10: p, koni, uganda, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, rebel, say, nine 
##  Topic 15: lra, crisi, incid, drc, uel 
##  Topic 16: ambush, three, uganda, arm, dr 
##  Topic 17: --, dow, govern, other, jone 
##  Topic 18: rebel, uganda, rescu, troop, district 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 166 (approx. per word bound = -3.455, relative change = 6.265e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 167 (approx. per word bound = -3.455, relative change = 6.143e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 168 (approx. per word bound = -3.455, relative change = 5.519e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 169 (approx. per word bound = -3.455, relative change = 4.562e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 170 (approx. per word bound = -3.455, relative change = 4.175e-05) 
## Topic 1: kill, seven, lra, ten, rebel 
##  Topic 2: ugandan, rebel, two, armi, soldier 
##  Topic 3: sudan, five, attack, rebel, peopl 
##  Topic 4: --, africa, kill, armi, central 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, sudan, vol, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: lra, claim, --, eight, raid 
##  Topic 9: new, vision, captiv, free, gulu 
##  Topic 10: p, koni, uganda, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, rebel, say, nine 
##  Topic 15: lra, crisi, incid, drc, uel 
##  Topic 16: ambush, three, uganda, arm, dr 
##  Topic 17: --, dow, govern, other, jone 
##  Topic 18: rebel, uganda, rescu, district, captur 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 171 (approx. per word bound = -3.454, relative change = 3.692e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 172 (approx. per word bound = -3.454, relative change = 3.563e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 173 (approx. per word bound = -3.454, relative change = 3.406e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 174 (approx. per word bound = -3.454, relative change = 3.310e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 175 (approx. per word bound = -3.454, relative change = 3.401e-05) 
## Topic 1: kill, seven, lra, ten, rebel 
##  Topic 2: ugandan, rebel, two, armi, soldier 
##  Topic 3: sudan, five, attack, rebel, troop 
##  Topic 4: --, africa, kill, armi, central 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, sudan, vol, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: lra, claim, --, eight, raid 
##  Topic 9: new, vision, captiv, free, gulu 
##  Topic 10: p, koni, uganda, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, rebel, say, nine 
##  Topic 15: lra, crisi, incid, drc, uel 
##  Topic 16: ambush, three, uganda, arm, dr 
##  Topic 17: --, dow, govern, other, jone 
##  Topic 18: rebel, uganda, rescu, district, captur 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 176 (approx. per word bound = -3.454, relative change = 3.486e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 177 (approx. per word bound = -3.454, relative change = 3.567e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 178 (approx. per word bound = -3.454, relative change = 4.017e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 179 (approx. per word bound = -3.453, relative change = 4.585e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 180 (approx. per word bound = -3.453, relative change = 6.085e-05) 
## Topic 1: kill, seven, lra, rebel, ten 
##  Topic 2: ugandan, rebel, two, armi, soldier 
##  Topic 3: sudan, five, attack, rebel, troop 
##  Topic 4: --, africa, kill, armi, central 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, sudan, vol, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: lra, claim, --, eight, raid 
##  Topic 9: new, vision, captiv, gulu, free 
##  Topic 10: p, koni, uganda, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, rebel, say, nine 
##  Topic 15: lra, crisi, incid, drc, uel 
##  Topic 16: ambush, three, uganda, arm, dr 
##  Topic 17: --, dow, govern, other, jone 
##  Topic 18: rebel, uganda, rescu, district, captur 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 181 (approx. per word bound = -3.453, relative change = 8.344e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 182 (approx. per word bound = -3.453, relative change = 1.144e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 183 (approx. per word bound = -3.452, relative change = 1.246e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 184 (approx. per word bound = -3.452, relative change = 1.234e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 185 (approx. per word bound = -3.452, relative change = 4.806e-05) 
## Topic 1: kill, seven, lra, rebel, ten 
##  Topic 2: ugandan, rebel, two, armi, soldier 
##  Topic 3: sudan, five, attack, rebel, troop 
##  Topic 4: --, africa, kill, armi, central 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, sudan, vol, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: lra, claim, --, eight, raid 
##  Topic 9: new, vision, captiv, free, gulu 
##  Topic 10: p, koni, uganda, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, rebel, say, nine 
##  Topic 15: lra, crisi, incid, drc, uel 
##  Topic 16: ambush, three, uganda, arm, dr 
##  Topic 17: --, dow, govern, captiv, other 
##  Topic 18: rebel, uganda, rescu, district, captur 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 186 (approx. per word bound = -3.451, relative change = 5.451e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 187 (approx. per word bound = -3.451, relative change = 5.528e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 188 (approx. per word bound = -3.451, relative change = 4.664e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 189 (approx. per word bound = -3.451, relative change = 4.226e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 190 (approx. per word bound = -3.451, relative change = 4.019e-05) 
## Topic 1: kill, seven, lra, rebel, ten 
##  Topic 2: ugandan, rebel, two, armi, soldier 
##  Topic 3: sudan, five, rebel, attack, troop 
##  Topic 4: --, africa, kill, armi, central 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, sudan, vol, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: lra, claim, --, eight, raid 
##  Topic 9: new, vision, captiv, bullet, free 
##  Topic 10: p, koni, uganda, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, rebel, say, nine 
##  Topic 15: lra, crisi, incid, drc, attack 
##  Topic 16: ambush, three, uganda, arm, dr 
##  Topic 17: --, dow, govern, captiv, other 
##  Topic 18: rebel, uganda, rescu, district, captur 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 191 (approx. per word bound = -3.451, relative change = 3.923e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 192 (approx. per word bound = -3.450, relative change = 3.964e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 193 (approx. per word bound = -3.450, relative change = 4.890e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 194 (approx. per word bound = -3.450, relative change = 8.408e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 195 (approx. per word bound = -3.450, relative change = 1.374e-04) 
## Topic 1: kill, lra, seven, rebel, ten 
##  Topic 2: ugandan, rebel, armi, two, soldier 
##  Topic 3: sudan, five, rebel, attack, troop 
##  Topic 4: --, africa, kill, armi, central 
##  Topic 5: daili, lord, armi, resist, sep 
##  Topic 6: ionl, sudan, vol, ac, bulletin 
##  Topic 7: africa, w, war, ablaz, contin 
##  Topic 8: lra, claim, --, eight, raid 
##  Topic 9: new, vision, captiv, bullet, free 
##  Topic 10: p, koni, uganda, ai, break 
##  Topic 11: french, provinc, humanitair, oriental, au 
##  Topic 12: africa, kampala, apr, jun, ubc 
##  Topic 13: polit, comtex, global, via, region 
##  Topic 14: armi, ugandan, rebel, say, kill 
##  Topic 15: lra, crisi, incid, attack, drc 
##  Topic 16: ambush, three, uganda, arm, dr 
##  Topic 17: --, dow, govern, captiv, other 
##  Topic 18: rebel, uganda, rescu, district, captur 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 196 (approx. per word bound = -3.449, relative change = 1.234e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 197 (approx. per word bound = -3.449, relative change = 6.847e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ...................
##   Recovering initialization...
##      ....
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.973) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.623, relative change = 7.036e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.378, relative change = 5.286e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.194, relative change = 4.212e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.061, relative change = 3.162e-02) 
## Topic 1: africa, kill, crisi, --, via 
##  Topic 2: five, lra, comtex, troop, peopl 
##  Topic 3: five, say, comtex, lra, troop 
##  Topic 4: lra, enough, death, canadian, ff 
##  Topic 5: lra, drcongo, attack, peac, talk 
##  Topic 6: lra, attack, drcongo, three, okapi 
##  Topic 7: french, lra, bunia, candip, incid 
##  Topic 8: armi, kill, claim, nine, week 
##  Topic 9: vision, p, visino, raid, -- 
##  Topic 10: soldier, provinc, humanitair, oriental, au 
##  Topic 11: kampala, global, sudan, jun, sep 
##  Topic 12: new, ambush, updf, seven, fighter 
##  Topic 13: polit, resist, sudan, lord, day 
##  Topic 14: rebel, clash, koni, bulletin, forc 
##  Topic 15: uganda, rebel, lra, apr, daili 
##  Topic 16: rescu, camp, congo, rebel, six 
##  Topic 17: human, ai, break, zone, protect 
##  Topic 18: --, ugandan, eight, command, sudan 
##  Topic 19: two, region, attack, heel, icg 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -3.941, relative change = 2.976e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -3.868, relative change = 1.845e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -3.819, relative change = 1.252e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -3.780, relative change = 1.028e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -3.742, relative change = 1.012e-02) 
## Topic 1: africa, crisi, kill, cite, -- 
##  Topic 2: ambush, troop, peopl, govern, sudan 
##  Topic 3: comtex, five, global, say, via 
##  Topic 4: death, enough, heel, lra, congo 
##  Topic 5: lra, crisi, drcongo, incid, suspect 
##  Topic 6: attack, three, okapi, lra, dungu 
##  Topic 7: french, bunia, candip, crisi, communiti 
##  Topic 8: kill, armi, claim, nine, week 
##  Topic 9: vision, p, visino, free, gulu 
##  Topic 10: soldier, provinc, humanitair, oriental, au 
##  Topic 11: kampala, sudan, jun, daili, sep 
##  Topic 12: new, updf, seven, ceasefir, extend 
##  Topic 13: polit, lord, resist, sudan, ionl 
##  Topic 14: rebel, clash, koni, bulletin, district 
##  Topic 15: uganda, rebel, lra, apr, die 
##  Topic 16: rescu, raid, rebel, camp, six 
##  Topic 17: human, ai, break, p, war 
##  Topic 18: --, ugandan, rebel, eight, command 
##  Topic 19: two, region, icg, vehicl, day 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -3.706, relative change = 9.720e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -3.678, relative change = 7.448e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -3.656, relative change = 6.026e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -3.634, relative change = 5.903e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -3.618, relative change = 4.505e-03) 
## Topic 1: africa, cite, kill, refuge, captain 
##  Topic 2: ambush, troop, peopl, govern, kill 
##  Topic 3: comtex, global, via, say, five 
##  Topic 4: koni, death, enough, heel, project 
##  Topic 5: lra, crisi, drcongo, incid, irn- 
##  Topic 6: attack, three, okapi, drc, dungu 
##  Topic 7: french, bunia, candip, communiti, ngo 
##  Topic 8: kill, armi, claim, nine, week 
##  Topic 9: vision, p, visino, gulu, free 
##  Topic 10: soldier, provinc, humanitair, oriental, au 
##  Topic 11: kampala, sudan, daili, jun, sep 
##  Topic 12: new, seven, updf, barlonyo, genesi 
##  Topic 13: polit, lord, resist, sudan, ionl 
##  Topic 14: rebel, clash, koni, forc, district 
##  Topic 15: uganda, rebel, lra, apr, die 
##  Topic 16: rescu, raid, camp, captiv, rebel 
##  Topic 17: uganda, human, --, ai, break 
##  Topic 18: --, ugandan, rebel, eight, sudan 
##  Topic 19: two, region, day, icg, vehicl 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -3.607, relative change = 2.910e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -3.597, relative change = 2.729e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -3.589, relative change = 2.403e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -3.580, relative change = 2.464e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -3.572, relative change = 2.198e-03) 
## Topic 1: africa, cite, captain, score, top 
##  Topic 2: ambush, five, troop, soldier, kill 
##  Topic 3: comtex, global, via, say, updf 
##  Topic 4: koni, death, enough, heel, project 
##  Topic 5: lra, crisi, drcongo, incid, irn- 
##  Topic 6: three, attack, okapi, drc, dungu 
##  Topic 7: french, bunia, candip, communiti, ngo 
##  Topic 8: kill, armi, claim, nine, week 
##  Topic 9: vision, p, gulu, visino, free 
##  Topic 10: provinc, humanitair, oriental, au, du 
##  Topic 11: kampala, sudan, daili, jun, sep 
##  Topic 12: new, seven, free, barlonyo, genesi 
##  Topic 13: polit, resist, lord, armi, sudan 
##  Topic 14: rebel, clash, forc, district, koni 
##  Topic 15: uganda, rebel, lra, apr, die 
##  Topic 16: rescu, raid, camp, captiv, congo 
##  Topic 17: uganda, --, ai, break, p 
##  Topic 18: --, ugandan, rebel, eight, sudan 
##  Topic 19: two, region, day, command, icg 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -3.565, relative change = 2.035e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -3.558, relative change = 1.812e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -3.552, relative change = 1.704e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -3.548, relative change = 1.224e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -3.544, relative change = 1.069e-03) 
## Topic 1: africa, cite, captain, top, score 
##  Topic 2: ambush, five, troop, soldier, kill 
##  Topic 3: comtex, global, via, say, updf 
##  Topic 4: koni, death, enough, heel, project 
##  Topic 5: lra, crisi, drcongo, incid, irn- 
##  Topic 6: three, attack, okapi, dungu, drc 
##  Topic 7: french, bunia, candip, communiti, ngo 
##  Topic 8: kill, armi, claim, nine, week 
##  Topic 9: vision, p, gulu, visino, free 
##  Topic 10: provinc, humanitair, oriental, au, du 
##  Topic 11: kampala, sudan, daili, jun, sep 
##  Topic 12: new, free, barlonyo, genesi, ceasefir 
##  Topic 13: polit, resist, lord, armi, sudan 
##  Topic 14: rebel, clash, forc, district, ugandan 
##  Topic 15: uganda, rebel, lra, apr, die 
##  Topic 16: rescu, raid, attack, camp, captiv 
##  Topic 17: uganda, --, ai, break, p 
##  Topic 18: --, ugandan, rebel, eight, sudan 
##  Topic 19: two, day, command, region, icg 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -3.540, relative change = 1.212e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -3.535, relative change = 1.466e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -3.531, relative change = 1.111e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -3.527, relative change = 1.187e-03) 
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## Completing Iteration 30 (approx. per word bound = -3.523, relative change = 1.052e-03) 
## Topic 1: africa, cite, captain, top, base 
##  Topic 2: ambush, five, kill, troop, soldier 
##  Topic 3: comtex, global, via, say, updf 
##  Topic 4: koni, death, enough, heel, project 
##  Topic 5: lra, crisi, drcongo, incid, irn- 
##  Topic 6: three, okapi, dungu, la, drc 
##  Topic 7: french, bunia, candip, communiti, ngo 
##  Topic 8: kill, armi, claim, nine, week 
##  Topic 9: vision, p, gulu, visino, captur 
##  Topic 10: provinc, humanitair, oriental, au, du 
##  Topic 11: kampala, apr, sudan, daili, jun 
##  Topic 12: new, free, captur, barlonyo, genesi 
##  Topic 13: polit, resist, armi, lord, sudan 
##  Topic 14: rebel, ugandan, clash, forc, district 
##  Topic 15: uganda, rebel, lra, die, violenc 
##  Topic 16: rescu, raid, attack, camp, captiv 
##  Topic 17: uganda, --, ai, break, p 
##  Topic 18: --, ugandan, rebel, eight, dow 
##  Topic 19: two, command, day, region, icg 
## ....................................................................................................
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## Completing Iteration 31 (approx. per word bound = -3.520, relative change = 9.328e-04) 
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## Completing Iteration 32 (approx. per word bound = -3.516, relative change = 9.168e-04) 
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## Completing Iteration 33 (approx. per word bound = -3.513, relative change = 9.501e-04) 
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## Completing Iteration 35 (approx. per word bound = -3.501, relative change = 1.889e-03) 
## Topic 1: africa, cite, captain, top, centr 
##  Topic 2: ambush, five, kill, troop, soldier 
##  Topic 3: comtex, global, via, say, updf 
##  Topic 4: koni, death, enough, heel, project 
##  Topic 5: lra, crisi, drcongo, incid, continu 
##  Topic 6: three, okapi, drc, dungu, la 
##  Topic 7: french, bunia, candip, communiti, ngo 
##  Topic 8: kill, armi, claim, nine, week 
##  Topic 9: vision, p, gulu, visino, irin 
##  Topic 10: provinc, humanitair, oriental, au, du 
##  Topic 11: kampala, apr, sudan, daili, jun 
##  Topic 12: new, irin, free, captur, barlonyo 
##  Topic 13: polit, armi, resist, lord, sudan 
##  Topic 14: rebel, ugandan, clash, forc, district 
##  Topic 15: uganda, lra, rebel, die, violenc 
##  Topic 16: rescu, raid, three, attack, camp 
##  Topic 17: uganda, --, ai, break, p 
##  Topic 18: --, ugandan, rebel, eight, dow 
##  Topic 19: two, command, day, kill, region 
## ....................................................................................................
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## Completing Iteration 36 (approx. per word bound = -3.498, relative change = 1.105e-03) 
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## Completing Iteration 37 (approx. per word bound = -3.494, relative change = 9.030e-04) 
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## Completing Iteration 38 (approx. per word bound = -3.491, relative change = 1.050e-03) 
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## Completing Iteration 40 (approx. per word bound = -3.484, relative change = 7.744e-04) 
## Topic 1: africa, cite, captain, top, centr 
##  Topic 2: ambush, five, kill, troop, soldier 
##  Topic 3: comtex, global, via, say, updf 
##  Topic 4: koni, death, enough, heel, project 
##  Topic 5: lra, crisi, drcongo, incid, continu 
##  Topic 6: okapi, drc, dungu, la, à 
##  Topic 7: french, bunia, candip, communiti, ngo 
##  Topic 8: kill, armi, claim, nine, week 
##  Topic 9: vision, p, gulu, visino, irin 
##  Topic 10: provinc, humanitair, oriental, au, du 
##  Topic 11: kampala, apr, sudan, daili, jun 
##  Topic 12: new, irin, free, captur, barlonyo 
##  Topic 13: polit, armi, resist, lord, sudan 
##  Topic 14: rebel, ugandan, forc, clash, district 
##  Topic 15: uganda, lra, rebel, die, sudan 
##  Topic 16: three, rescu, raid, attack, camp 
##  Topic 17: uganda, --, ai, break, p 
##  Topic 18: --, rebel, ugandan, eight, dow 
##  Topic 19: two, command, kill, day, region 
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## Completing Iteration 41 (approx. per word bound = -3.482, relative change = 6.136e-04) 
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## Completing Iteration 42 (approx. per word bound = -3.480, relative change = 5.699e-04) 
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## Completing Iteration 45 (approx. per word bound = -3.475, relative change = 5.034e-04) 
## Topic 1: africa, cite, captain, centr, health 
##  Topic 2: ambush, five, kill, troop, soldier 
##  Topic 3: comtex, global, via, say, updf 
##  Topic 4: koni, death, enough, heel, project 
##  Topic 5: lra, crisi, drcongo, incid, continu 
##  Topic 6: okapi, drc, dungu, la, -- 
##  Topic 7: french, bunia, candip, communiti, ngo 
##  Topic 8: kill, armi, claim, nine, week 
##  Topic 9: vision, p, gulu, visino, irin 
##  Topic 10: provinc, humanitair, oriental, au, du 
##  Topic 11: kampala, apr, sudan, daili, jun 
##  Topic 12: new, irin, free, captur, barlonyo 
##  Topic 13: polit, armi, resist, lord, clash 
##  Topic 14: rebel, ugandan, forc, district, fight 
##  Topic 15: uganda, lra, rebel, die, sudan 
##  Topic 16: three, rescu, raid, attack, camp 
##  Topic 17: uganda, --, ai, break, war 
##  Topic 18: --, rebel, ugandan, dow, eight 
##  Topic 19: two, kill, command, day, region 
## ....................................................................................................
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## Completing Iteration 46 (approx. per word bound = -3.473, relative change = 4.222e-04) 
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## Completing Iteration 47 (approx. per word bound = -3.472, relative change = 4.012e-04) 
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## Completing Iteration 48 (approx. per word bound = -3.470, relative change = 4.054e-04) 
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## Completing Iteration 49 (approx. per word bound = -3.469, relative change = 4.109e-04) 
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## Completing Iteration 50 (approx. per word bound = -3.468, relative change = 3.914e-04) 
## Topic 1: africa, cite, captain, centr, health 
##  Topic 2: ambush, five, kill, troop, soldier 
##  Topic 3: comtex, global, via, say, updf 
##  Topic 4: koni, death, enough, heel, project 
##  Topic 5: lra, crisi, drcongo, incid, continu 
##  Topic 6: okapi, --, drc, dungu, la 
##  Topic 7: french, bunia, candip, communiti, ngo 
##  Topic 8: kill, armi, claim, nine, eight 
##  Topic 9: vision, p, gulu, visino, irin 
##  Topic 10: provinc, humanitair, oriental, au, du 
##  Topic 11: kampala, apr, daili, sudan, jun 
##  Topic 12: new, irin, free, captur, barlonyo 
##  Topic 13: polit, armi, clash, resist, lord 
##  Topic 14: rebel, ugandan, forc, district, fight 
##  Topic 15: uganda, lra, rebel, die, sudan 
##  Topic 16: three, rescu, raid, attack, camp 
##  Topic 17: uganda, --, ai, break, war 
##  Topic 18: --, rebel, ugandan, dow, pana 
##  Topic 19: two, kill, command, day, region 
## ....................................................................................................
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## Completing Iteration 51 (approx. per word bound = -3.466, relative change = 3.518e-04) 
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## Completing Iteration 52 (approx. per word bound = -3.465, relative change = 3.122e-04) 
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## Completing Iteration 53 (approx. per word bound = -3.464, relative change = 2.825e-04) 
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## Completing Iteration 54 (approx. per word bound = -3.463, relative change = 2.607e-04) 
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## Completing Iteration 55 (approx. per word bound = -3.463, relative change = 2.483e-04) 
## Topic 1: africa, cite, captain, centr, health 
##  Topic 2: ambush, five, kill, troop, soldier 
##  Topic 3: comtex, global, via, say, updf 
##  Topic 4: koni, death, enough, heel, project 
##  Topic 5: lra, crisi, drcongo, incid, continu 
##  Topic 6: okapi, --, dungu, la, drc 
##  Topic 7: french, bunia, candip, communiti, ngo 
##  Topic 8: kill, armi, claim, eight, week 
##  Topic 9: vision, p, gulu, visino, irin 
##  Topic 10: provinc, humanitair, oriental, au, du 
##  Topic 11: kampala, apr, daili, sudan, jun 
##  Topic 12: new, irin, free, captur, barlonyo 
##  Topic 13: polit, armi, resist, clash, lord 
##  Topic 14: rebel, ugandan, forc, district, fight 
##  Topic 15: uganda, lra, rebel, die, sudan 
##  Topic 16: three, rescu, raid, attack, camp 
##  Topic 17: uganda, --, ai, break, war 
##  Topic 18: --, rebel, dow, pana, captur 
##  Topic 19: two, kill, command, day, region 
## ....................................................................................................
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## Completing Iteration 56 (approx. per word bound = -3.462, relative change = 2.423e-04) 
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## Completing Iteration 57 (approx. per word bound = -3.461, relative change = 2.441e-04) 
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## Completing Iteration 58 (approx. per word bound = -3.460, relative change = 2.725e-04) 
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## Completing Iteration 59 (approx. per word bound = -3.458, relative change = 4.292e-04) 
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## Completing Iteration 60 (approx. per word bound = -3.456, relative change = 6.822e-04) 
## Topic 1: africa, cite, captain, centr, health 
##  Topic 2: ambush, five, kill, troop, soldier 
##  Topic 3: comtex, global, via, say, africa 
##  Topic 4: koni, death, enough, heel, project 
##  Topic 5: lra, crisi, drcongo, incid, clash 
##  Topic 6: okapi, --, dungu, la, drc 
##  Topic 7: french, bunia, candip, communiti, ngo 
##  Topic 8: kill, armi, claim, eight, week 
##  Topic 9: vision, p, gulu, visino, irin 
##  Topic 10: provinc, humanitair, oriental, au, du 
##  Topic 11: kampala, apr, daili, sudan, jun 
##  Topic 12: new, irin, free, barlonyo, genesi 
##  Topic 13: polit, armi, resist, lord, clash 
##  Topic 14: rebel, ugandan, forc, district, fight 
##  Topic 15: uganda, lra, rebel, die, sudan 
##  Topic 16: three, rescu, raid, attack, camp 
##  Topic 17: uganda, --, ai, break, war 
##  Topic 18: --, rebel, dow, pana, captur 
##  Topic 19: two, kill, command, day, region 
## ....................................................................................................
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## Completing Iteration 61 (approx. per word bound = -3.455, relative change = 2.878e-04) 
## ....................................................................................................
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## Completing Iteration 62 (approx. per word bound = -3.454, relative change = 2.789e-04) 
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## Completing Iteration 63 (approx. per word bound = -3.453, relative change = 2.857e-04) 
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## Completing Iteration 64 (approx. per word bound = -3.452, relative change = 3.029e-04) 
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## Completing Iteration 65 (approx. per word bound = -3.451, relative change = 3.567e-04) 
## Topic 1: africa, svd, cite, base, captain 
##  Topic 2: ambush, five, kill, troop, soldier 
##  Topic 3: comtex, global, via, say, africa 
##  Topic 4: koni, death, enough, heel, project 
##  Topic 5: lra, crisi, drcongo, incid, clash 
##  Topic 6: --, okapi, dungu, la, drc 
##  Topic 7: french, bunia, candip, communiti, ngo 
##  Topic 8: kill, armi, claim, eight, nine 
##  Topic 9: vision, p, gulu, visino, irin 
##  Topic 10: provinc, humanitair, oriental, au, du 
##  Topic 11: kampala, apr, daili, sudan, jun 
##  Topic 12: new, irin, free, barlonyo, genesi 
##  Topic 13: polit, armi, resist, lord, clash 
##  Topic 14: rebel, ugandan, forc, district, fight 
##  Topic 15: uganda, lra, die, sudan, updf 
##  Topic 16: three, rescu, raid, attack, camp 
##  Topic 17: uganda, --, ai, break, war 
##  Topic 18: --, rebel, dow, pana, captur 
##  Topic 19: two, kill, command, day, region 
## ....................................................................................................
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## Completing Iteration 66 (approx. per word bound = -3.450, relative change = 3.250e-04) 
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## Completing Iteration 67 (approx. per word bound = -3.449, relative change = 2.647e-04) 
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## Completing Iteration 68 (approx. per word bound = -3.448, relative change = 2.705e-04) 
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## Completing Iteration 69 (approx. per word bound = -3.447, relative change = 1.871e-04) 
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## Completing Iteration 70 (approx. per word bound = -3.447, relative change = 1.408e-04) 
## Topic 1: africa, svd, cite, base, captain 
##  Topic 2: ambush, five, kill, troop, soldier 
##  Topic 3: comtex, global, via, say, africa 
##  Topic 4: koni, death, enough, heel, project 
##  Topic 5: lra, crisi, drcongo, incid, clash 
##  Topic 6: --, okapi, dungu, la, drc 
##  Topic 7: french, bunia, candip, communiti, ngo 
##  Topic 8: kill, armi, claim, eight, nine 
##  Topic 9: vision, p, gulu, visino, irin 
##  Topic 10: provinc, humanitair, oriental, au, du 
##  Topic 11: kampala, apr, daili, sudan, jun 
##  Topic 12: new, irin, free, barlonyo, genesi 
##  Topic 13: polit, armi, resist, lord, clash 
##  Topic 14: rebel, ugandan, forc, district, fight 
##  Topic 15: uganda, lra, die, sudan, updf 
##  Topic 16: three, rescu, raid, attack, camp 
##  Topic 17: uganda, --, ai, break, war 
##  Topic 18: --, rebel, dow, pana, captur 
##  Topic 19: two, kill, command, day, region 
## ....................................................................................................
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## Completing Iteration 71 (approx. per word bound = -3.446, relative change = 1.262e-04) 
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## Completing Iteration 72 (approx. per word bound = -3.446, relative change = 1.185e-04) 
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## Completing Iteration 73 (approx. per word bound = -3.446, relative change = 1.091e-04) 
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## Completing Iteration 74 (approx. per word bound = -3.445, relative change = 1.067e-04) 
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## Completing Iteration 75 (approx. per word bound = -3.445, relative change = 1.298e-04) 
## Topic 1: africa, svd, cite, base, captain 
##  Topic 2: ambush, kill, five, troop, soldier 
##  Topic 3: comtex, global, via, say, africa 
##  Topic 4: koni, death, enough, heel, project 
##  Topic 5: lra, crisi, drcongo, incid, clash 
##  Topic 6: --, okapi, dungu, la, drc 
##  Topic 7: french, bunia, candip, communiti, ngo 
##  Topic 8: kill, armi, claim, eight, nine 
##  Topic 9: vision, p, gulu, visino, new 
##  Topic 10: provinc, humanitair, oriental, au, du 
##  Topic 11: kampala, apr, daili, sudan, jun 
##  Topic 12: new, irin, free, barlonyo, genesi 
##  Topic 13: polit, armi, resist, lord, clash 
##  Topic 14: rebel, ugandan, forc, district, fight 
##  Topic 15: uganda, lra, sudan, die, updf 
##  Topic 16: three, rescu, raid, attack, camp 
##  Topic 17: uganda, --, ai, break, war 
##  Topic 18: --, rebel, dow, pana, captur 
##  Topic 19: two, kill, command, day, region 
## ....................................................................................................
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## Completing Iteration 76 (approx. per word bound = -3.444, relative change = 1.750e-04) 
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## Completing Iteration 77 (approx. per word bound = -3.443, relative change = 1.806e-04) 
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## Completing Iteration 78 (approx. per word bound = -3.443, relative change = 1.340e-04) 
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## Completing Iteration 79 (approx. per word bound = -3.443, relative change = 1.073e-04) 
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## Completing Iteration 80 (approx. per word bound = -3.442, relative change = 1.121e-04) 
## Topic 1: africa, svd, cite, base, captain 
##  Topic 2: ambush, kill, five, troop, soldier 
##  Topic 3: comtex, global, via, say, africa 
##  Topic 4: koni, death, enough, heel, project 
##  Topic 5: lra, crisi, drcongo, incid, clash 
##  Topic 6: --, okapi, dungu, la, drc 
##  Topic 7: french, bunia, candip, communiti, ngo 
##  Topic 8: kill, armi, claim, eight, week 
##  Topic 9: vision, p, gulu, visino, new 
##  Topic 10: provinc, humanitair, oriental, au, du 
##  Topic 11: kampala, apr, daili, sudan, jun 
##  Topic 12: new, irin, free, barlonyo, genesi 
##  Topic 13: polit, armi, resist, lord, clash 
##  Topic 14: rebel, ugandan, forc, district, fight 
##  Topic 15: uganda, lra, sudan, die, updf 
##  Topic 16: three, rescu, raid, attack, camp 
##  Topic 17: uganda, --, ai, break, war 
##  Topic 18: --, rebel, dow, pana, captur 
##  Topic 19: kill, two, command, day, region 
## ....................................................................................................
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## Completing Iteration 81 (approx. per word bound = -3.442, relative change = 1.329e-04) 
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## Completing Iteration 82 (approx. per word bound = -3.441, relative change = 1.647e-04) 
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## Completing Iteration 83 (approx. per word bound = -3.441, relative change = 1.608e-04) 
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## Completing Iteration 84 (approx. per word bound = -3.440, relative change = 1.530e-04) 
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## Completing Iteration 85 (approx. per word bound = -3.440, relative change = 1.551e-04) 
## Topic 1: africa, svd, cite, base, captain 
##  Topic 2: ambush, kill, five, soldier, troop 
##  Topic 3: comtex, global, via, say, africa 
##  Topic 4: koni, death, enough, heel, project 
##  Topic 5: lra, crisi, drcongo, incid, clash 
##  Topic 6: --, okapi, dungu, la, drc 
##  Topic 7: french, bunia, candip, communiti, ngo 
##  Topic 8: kill, armi, claim, eight, week 
##  Topic 9: vision, p, gulu, visino, new 
##  Topic 10: provinc, humanitair, oriental, au, du 
##  Topic 11: kampala, apr, daili, sudan, jun 
##  Topic 12: new, irin, free, barlonyo, genesi 
##  Topic 13: polit, armi, resist, lord, clash 
##  Topic 14: rebel, ugandan, forc, district, fight 
##  Topic 15: uganda, lra, sudan, die, updf 
##  Topic 16: three, rescu, raid, attack, camp 
##  Topic 17: uganda, --, ai, break, war 
##  Topic 18: --, rebel, dow, pana, captur 
##  Topic 19: two, kill, command, day, region 
## ....................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 86 (approx. per word bound = -3.439, relative change = 1.295e-04) 
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## Completing Iteration 87 (approx. per word bound = -3.439, relative change = 7.026e-05) 
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## Completing Iteration 88 (approx. per word bound = -3.439, relative change = 5.385e-05) 
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## Completing Iteration 89 (approx. per word bound = -3.439, relative change = 4.916e-05) 
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## Completing Iteration 90 (approx. per word bound = -3.438, relative change = 4.989e-05) 
## Topic 1: africa, svd, cite, captain, centr 
##  Topic 2: ambush, kill, five, soldier, troop 
##  Topic 3: comtex, global, via, say, africa 
##  Topic 4: koni, death, enough, heel, project 
##  Topic 5: lra, crisi, drcongo, incid, clash 
##  Topic 6: --, okapi, dungu, la, drc 
##  Topic 7: french, bunia, candip, communiti, ngo 
##  Topic 8: kill, armi, claim, eight, week 
##  Topic 9: vision, p, gulu, visino, new 
##  Topic 10: provinc, humanitair, oriental, au, du 
##  Topic 11: kampala, apr, daili, sudan, jun 
##  Topic 12: new, irin, free, barlonyo, genesi 
##  Topic 13: polit, armi, resist, lord, clash 
##  Topic 14: rebel, ugandan, forc, district, fight 
##  Topic 15: uganda, lra, sudan, die, updf 
##  Topic 16: three, rescu, raid, attack, camp 
##  Topic 17: uganda, --, ai, break, war 
##  Topic 18: --, rebel, dow, pana, captur 
##  Topic 19: kill, two, command, day, region 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 91 (approx. per word bound = -3.438, relative change = 5.717e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 92 (approx. per word bound = -3.438, relative change = 6.022e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 93 (approx. per word bound = -3.438, relative change = 4.951e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 94 (approx. per word bound = -3.438, relative change = 4.222e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 95 (approx. per word bound = -3.438, relative change = 4.229e-05) 
## Topic 1: africa, svd, cite, base, captain 
##  Topic 2: ambush, kill, five, soldier, troop 
##  Topic 3: comtex, global, via, say, africa 
##  Topic 4: koni, death, enough, heel, project 
##  Topic 5: lra, crisi, drcongo, incid, clash 
##  Topic 6: --, okapi, dungu, la, drc 
##  Topic 7: french, bunia, candip, communiti, ngo 
##  Topic 8: kill, armi, claim, eight, week 
##  Topic 9: vision, p, gulu, visino, new 
##  Topic 10: provinc, humanitair, oriental, au, du 
##  Topic 11: kampala, apr, daili, sudan, jun 
##  Topic 12: new, irin, free, barlonyo, genesi 
##  Topic 13: polit, armi, resist, lord, clash 
##  Topic 14: rebel, ugandan, forc, district, fight 
##  Topic 15: uganda, lra, sudan, die, updf 
##  Topic 16: three, rescu, raid, attack, camp 
##  Topic 17: uganda, --, ai, break, war 
##  Topic 18: --, rebel, dow, pana, captur 
##  Topic 19: kill, two, command, day, region 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 96 (approx. per word bound = -3.437, relative change = 4.469e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 97 (approx. per word bound = -3.437, relative change = 4.485e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 98 (approx. per word bound = -3.437, relative change = 3.654e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 99 (approx. per word bound = -3.437, relative change = 3.234e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 100 (approx. per word bound = -3.437, relative change = 3.335e-05) 
## Topic 1: africa, svd, cite, base, captain 
##  Topic 2: ambush, kill, five, soldier, troop 
##  Topic 3: comtex, global, via, say, africa 
##  Topic 4: koni, death, enough, heel, project 
##  Topic 5: lra, crisi, drcongo, incid, clash 
##  Topic 6: --, okapi, dungu, la, drc 
##  Topic 7: french, bunia, candip, communiti, ngo 
##  Topic 8: kill, armi, claim, eight, week 
##  Topic 9: vision, p, gulu, visino, new 
##  Topic 10: provinc, humanitair, oriental, au, du 
##  Topic 11: kampala, apr, daili, sudan, jun 
##  Topic 12: new, irin, free, barlonyo, genesi 
##  Topic 13: polit, armi, resist, lord, clash 
##  Topic 14: rebel, ugandan, forc, district, fight 
##  Topic 15: uganda, lra, sudan, die, updf 
##  Topic 16: three, rescu, raid, attack, camp 
##  Topic 17: uganda, --, ai, break, war 
##  Topic 18: --, rebel, dow, pana, captur 
##  Topic 19: kill, two, command, day, region 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 101 (approx. per word bound = -3.437, relative change = 3.253e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 102 (approx. per word bound = -3.437, relative change = 3.008e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 103 (approx. per word bound = -3.437, relative change = 2.563e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 104 (approx. per word bound = -3.437, relative change = 1.925e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 105 (approx. per word bound = -3.436, relative change = 1.524e-05) 
## Topic 1: africa, svd, cite, base, captain 
##  Topic 2: ambush, kill, five, soldier, troop 
##  Topic 3: comtex, global, via, say, africa 
##  Topic 4: koni, death, enough, heel, project 
##  Topic 5: lra, crisi, drcongo, incid, clash 
##  Topic 6: --, okapi, dungu, la, drc 
##  Topic 7: french, bunia, candip, communiti, ngo 
##  Topic 8: kill, armi, claim, eight, week 
##  Topic 9: vision, p, gulu, visino, new 
##  Topic 10: provinc, humanitair, oriental, au, du 
##  Topic 11: kampala, apr, daili, sudan, jun 
##  Topic 12: new, irin, free, barlonyo, genesi 
##  Topic 13: polit, armi, resist, lord, clash 
##  Topic 14: rebel, ugandan, forc, district, fight 
##  Topic 15: uganda, lra, sudan, die, updf 
##  Topic 16: three, rescu, raid, attack, nine 
##  Topic 17: uganda, --, ai, break, war 
##  Topic 18: --, rebel, dow, pana, captur 
##  Topic 19: kill, two, command, day, region 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 106 (approx. per word bound = -3.436, relative change = 1.145e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 107 (approx. per word bound = -3.436, relative change = 1.030e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ....................
##   Recovering initialization...
##      ....
## Initialization complete.
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.762) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -4.425, relative change = 7.082e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -4.269, relative change = 3.519e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -4.139, relative change = 3.042e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -4.049, relative change = 2.169e-02) 
## Topic 1: --, lra, crisi, civilian, foil 
##  Topic 2: rebel, --, die, uganda, middl 
##  Topic 3: rebel, --, die, violenc, uganda 
##  Topic 4: --, congo, rebel, dr, dead 
##  Topic 5: rebel, --, troop, govern, border 
##  Topic 6: --, rebel, la, à, de 
##  Topic 7: rebel, drcongo, --, troop, fighter 
##  Topic 8: ambush, clash, updf, three, eight 
##  Topic 9: vision, comtex, p, koni, son 
##  Topic 10: sudan, two, kill, equatoria, enough 
##  Topic 11: provinc, command, humanitair, oriental, lord 
##  Topic 12: new, raid, jun, ionl, locat 
##  Topic 13: armi, kill, rebel, claim, camp 
##  Topic 14: ugandan, lra, armi, attack, forc 
##  Topic 15: africa, kampala, polit, apr, global 
##  Topic 16: kill, lra, claim, armi, say 
##  Topic 17: uganda, kill, rebel, bunia, french 
##  Topic 18: soldier, five, kill, nine, rescu 
##  Topic 19: --, human, ai, break, war 
##  Topic 20: kill, --, four, cite, project 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -3.928, relative change = 2.996e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -3.866, relative change = 1.581e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -3.823, relative change = 1.099e-02) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -3.792, relative change = 8.347e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -3.766, relative change = 6.698e-03) 
## Topic 1: --, lra, crisi, drc, uel 
##  Topic 2: rebel, --, peopl, middl, attack 
##  Topic 3: --, die, uganda, civilian, violenc 
##  Topic 4: congo, --, dead, dr, rebel 
##  Topic 5: rebel, --, troop, kill, ugandan 
##  Topic 6: okapi, la, dungu, à, de 
##  Topic 7: drcongo, lra, rebel, fighter, villag 
##  Topic 8: ambush, updf, clash, three, dow 
##  Topic 9: vision, comtex, p, koni, son 
##  Topic 10: sudan, two, region, kill, equatoria 
##  Topic 11: provinc, command, lord, humanitair, oriental 
##  Topic 12: new, jun, raid, adjumani, ionl 
##  Topic 13: rebel, kill, armi, camp, w 
##  Topic 14: ugandan, lra, armi, attack, bulletin 
##  Topic 15: africa, kampala, polit, apr, global 
##  Topic 16: lra, kill, claim, armi, say 
##  Topic 17: uganda, french, bunia, candip, day 
##  Topic 18: soldier, five, kill, nine, rescu 
##  Topic 19: --, ai, break, human, war 
##  Topic 20: kill, koni, four, cite, project 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -3.745, relative change = 5.736e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -3.726, relative change = 5.077e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -3.708, relative change = 4.761e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -3.694, relative change = 3.729e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -3.682, relative change = 3.313e-03) 
## Topic 1: --, lra, crisi, drc, uel 
##  Topic 2: rebel, --, attack, peopl, middl 
##  Topic 3: updf, --, uganda, die, violenc 
##  Topic 4: congo, dead, dr, --, rebel 
##  Topic 5: rebel, kill, troop, --, ugandan 
##  Topic 6: okapi, la, dungu, à, de 
##  Topic 7: lra, drcongo, rebel, fighter, french 
##  Topic 8: ambush, clash, three, dow, pana 
##  Topic 9: vision, comtex, p, son, eldest 
##  Topic 10: sudan, two, region, raid, central 
##  Topic 11: provinc, lord, command, humanitair, oriental 
##  Topic 12: new, jun, raid, foil, adjumani 
##  Topic 13: rebel, kill, armi, w, ablaz 
##  Topic 14: ugandan, armi, lra, attack, incid 
##  Topic 15: africa, kampala, polit, apr, global 
##  Topic 16: lra, kill, claim, armi, say 
##  Topic 17: uganda, french, bunia, candip, day 
##  Topic 18: soldier, kill, five, nine, rescu 
##  Topic 19: --, ai, break, war, zone 
##  Topic 20: koni, kill, four, cite, lra 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -3.673, relative change = 2.427e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -3.664, relative change = 2.369e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -3.657, relative change = 1.951e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -3.650, relative change = 1.975e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -3.641, relative change = 2.317e-03) 
## Topic 1: --, lra, crisi, uel, drc 
##  Topic 2: --, rebel, attack, peopl, middl 
##  Topic 3: updf, --, uganda, die, violenc 
##  Topic 4: congo, dead, kill, rebel, dr 
##  Topic 5: rebel, kill, --, troop, ugandan 
##  Topic 6: okapi, la, dungu, à, de 
##  Topic 7: lra, drcongo, french, rebel, africa 
##  Topic 8: ambush, clash, three, dow, pana 
##  Topic 9: vision, comtex, p, son, eldest 
##  Topic 10: sudan, two, raid, region, enough 
##  Topic 11: provinc, lord, humanitair, oriental, au 
##  Topic 12: new, jun, foil, raid, adjumani 
##  Topic 13: rebel, kill, armi, w, ablaz 
##  Topic 14: ugandan, armi, lra, attack, incid 
##  Topic 15: africa, kampala, polit, apr, global 
##  Topic 16: lra, kill, claim, --, armi 
##  Topic 17: uganda, bunia, candip, french, day 
##  Topic 18: soldier, kill, five, nine, rescu 
##  Topic 19: --, ai, break, war, zone 
##  Topic 20: koni, kill, four, lra, cite 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -3.632, relative change = 2.541e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -3.623, relative change = 2.580e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -3.613, relative change = 2.781e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -3.606, relative change = 1.805e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -3.601, relative change = 1.385e-03) 
## Topic 1: --, lra, crisi, uel, drc 
##  Topic 2: --, rebel, peopl, attack, middl 
##  Topic 3: updf, --, uganda, die, violenc 
##  Topic 4: congo, kill, dead, three, rebel 
##  Topic 5: rebel, kill, ugandan, --, troop 
##  Topic 6: okapi, la, dungu, à, de 
##  Topic 7: lra, africa, drcongo, rebel, french 
##  Topic 8: ambush, three, dow, clash, pana 
##  Topic 9: vision, p, comtex, son, eldest 
##  Topic 10: sudan, two, raid, region, issu 
##  Topic 11: provinc, lord, humanitair, oriental, au 
##  Topic 12: new, jun, foil, raid, adjumani 
##  Topic 13: rebel, kill, armi, w, ablaz 
##  Topic 14: ugandan, armi, lra, attack, resist 
##  Topic 15: africa, kampala, polit, apr, global 
##  Topic 16: lra, kill, --, claim, armi 
##  Topic 17: uganda, bunia, candip, french, day 
##  Topic 18: soldier, five, kill, nine, rescu 
##  Topic 19: --, uganda, ai, break, war 
##  Topic 20: koni, four, kill, lra, cite 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -3.597, relative change = 1.106e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -3.594, relative change = 9.923e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -3.590, relative change = 9.258e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -3.587, relative change = 9.481e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -3.584, relative change = 8.007e-04) 
## Topic 1: --, lra, crisi, uel, drc 
##  Topic 2: --, peopl, attack, rebel, middl 
##  Topic 3: updf, --, uganda, die, violenc 
##  Topic 4: three, congo, kill, dead, rebel 
##  Topic 5: rebel, kill, ugandan, --, troop 
##  Topic 6: okapi, la, dungu, à, de 
##  Topic 7: lra, africa, drcongo, rebel, french 
##  Topic 8: ambush, dow, three, pana, seven 
##  Topic 9: vision, p, son, eldest, ceasefir 
##  Topic 10: sudan, two, raid, region, issu 
##  Topic 11: provinc, lord, humanitair, oriental, au 
##  Topic 12: new, jun, foil, raid, adjumani 
##  Topic 13: rebel, kill, armi, w, ablaz 
##  Topic 14: ugandan, armi, lra, attack, resist 
##  Topic 15: africa, kampala, polit, apr, global 
##  Topic 16: lra, kill, --, claim, armi 
##  Topic 17: uganda, bunia, candip, french, day 
##  Topic 18: soldier, five, kill, nine, rescu 
##  Topic 19: --, uganda, ai, break, war 
##  Topic 20: koni, four, kill, lra, cite 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -3.581, relative change = 8.030e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -3.578, relative change = 8.974e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -3.574, relative change = 1.052e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -3.570, relative change = 1.196e-03) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -3.567, relative change = 7.900e-04) 
## Topic 1: --, lra, crisi, uel, drc 
##  Topic 2: --, peopl, attack, rebel, middl 
##  Topic 3: updf, uganda, --, die, violenc 
##  Topic 4: three, congo, kill, rebel, dead 
##  Topic 5: rebel, kill, ugandan, --, troop 
##  Topic 6: okapi, la, dungu, à, de 
##  Topic 7: lra, africa, drcongo, rebel, clash 
##  Topic 8: ambush, dow, pana, seven, three 
##  Topic 9: vision, p, gulu, son, ceasefir 
##  Topic 10: sudan, two, raid, region, camp 
##  Topic 11: provinc, lord, humanitair, oriental, au 
##  Topic 12: new, foil, raid, adjumani, jun 
##  Topic 13: rebel, kill, armi, w, ablaz 
##  Topic 14: ugandan, armi, lra, attack, resist 
##  Topic 15: africa, kampala, polit, apr, global 
##  Topic 16: lra, --, kill, armi, uganda 
##  Topic 17: uganda, bunia, candip, french, day 
##  Topic 18: soldier, five, kill, nine, rescu 
##  Topic 19: --, uganda, ai, break, war 
##  Topic 20: koni, command, four, kill, lra 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -3.564, relative change = 7.176e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -3.562, relative change = 7.946e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -3.560, relative change = 4.311e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -3.558, relative change = 6.918e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -3.555, relative change = 6.690e-04) 
## Topic 1: --, lra, crisi, uel, drc 
##  Topic 2: --, attack, peopl, middl, uganda 
##  Topic 3: updf, uganda, --, die, violenc 
##  Topic 4: three, kill, congo, rebel, africa 
##  Topic 5: rebel, kill, ugandan, --, troop 
##  Topic 6: okapi, la, dungu, à, de 
##  Topic 7: lra, africa, drcongo, rebel, incid 
##  Topic 8: ambush, dow, pana, seven, clash 
##  Topic 9: vision, p, son, ceasefir, extend 
##  Topic 10: sudan, two, raid, region, camp 
##  Topic 11: provinc, lord, humanitair, oriental, au 
##  Topic 12: new, foil, raid, adjumani, gulu 
##  Topic 13: rebel, kill, armi, w, ablaz 
##  Topic 14: ugandan, armi, lra, attack, resist 
##  Topic 15: africa, kampala, polit, apr, global 
##  Topic 16: --, lra, kill, armi, uganda 
##  Topic 17: uganda, bunia, candip, french, day 
##  Topic 18: soldier, five, kill, nine, rescu 
##  Topic 19: --, uganda, ai, break, war 
##  Topic 20: koni, command, four, kill, lra 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -3.552, relative change = 7.742e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -3.549, relative change = 9.880e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -3.548, relative change = 3.345e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -3.546, relative change = 4.719e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -3.544, relative change = 5.067e-04) 
## Topic 1: --, lra, crisi, uel, drc 
##  Topic 2: --, peopl, attack, uganda, middl 
##  Topic 3: uganda, updf, --, die, violenc 
##  Topic 4: three, kill, rebel, congo, africa 
##  Topic 5: rebel, kill, ugandan, --, troop 
##  Topic 6: okapi, dungu, la, à, de 
##  Topic 7: lra, africa, drcongo, incid, rebel 
##  Topic 8: ambush, dow, pana, seven, clash 
##  Topic 9: vision, p, son, ceasefir, extend 
##  Topic 10: sudan, two, raid, region, camp 
##  Topic 11: provinc, lord, humanitair, oriental, au 
##  Topic 12: new, foil, raid, adjumani, gulu 
##  Topic 13: rebel, kill, armi, w, ablaz 
##  Topic 14: ugandan, armi, lra, resist, forc 
##  Topic 15: africa, kampala, polit, apr, global 
##  Topic 16: --, kill, lra, armi, uganda 
##  Topic 17: uganda, bunia, candip, french, day 
##  Topic 18: soldier, five, kill, rescu, nine 
##  Topic 19: --, uganda, ai, break, war 
##  Topic 20: koni, command, four, kill, lra 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -3.543, relative change = 4.804e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -3.541, relative change = 4.654e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -3.540, relative change = 3.783e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -3.538, relative change = 4.038e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -3.537, relative change = 2.969e-04) 
## Topic 1: --, lra, crisi, uel, attack 
##  Topic 2: uganda, peopl, attack, --, middl 
##  Topic 3: uganda, updf, --, die, violenc 
##  Topic 4: three, kill, rebel, africa, congo 
##  Topic 5: rebel, ugandan, kill, --, troop 
##  Topic 6: okapi, dungu, la, à, de 
##  Topic 7: lra, africa, drcongo, incid, rebel 
##  Topic 8: ambush, dow, pana, seven, clash 
##  Topic 9: vision, p, son, ceasefir, extend 
##  Topic 10: sudan, two, raid, region, camp 
##  Topic 11: provinc, lord, humanitair, oriental, au 
##  Topic 12: new, foil, raid, adjumani, gulu 
##  Topic 13: rebel, kill, armi, w, ablaz 
##  Topic 14: ugandan, armi, lra, resist, forc 
##  Topic 15: africa, kampala, polit, apr, global 
##  Topic 16: --, kill, lra, armi, rebel 
##  Topic 17: uganda, bunia, candip, french, day 
##  Topic 18: soldier, five, kill, rescu, nine 
##  Topic 19: --, uganda, ai, break, war 
##  Topic 20: koni, command, four, kill, cite 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -3.536, relative change = 2.728e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -3.535, relative change = 2.615e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -3.534, relative change = 2.681e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -3.533, relative change = 3.606e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -3.531, relative change = 4.352e-04) 
## Topic 1: --, lra, crisi, uel, attack 
##  Topic 2: uganda, attack, peopl, --, middl 
##  Topic 3: uganda, updf, --, die, violenc 
##  Topic 4: three, kill, rebel, africa, congo 
##  Topic 5: rebel, ugandan, kill, --, troop 
##  Topic 6: okapi, dungu, la, à, de 
##  Topic 7: lra, africa, drcongo, incid, clash 
##  Topic 8: ambush, dow, pana, seven, clash 
##  Topic 9: vision, p, son, ceasefir, extend 
##  Topic 10: sudan, two, raid, region, camp 
##  Topic 11: provinc, lord, humanitair, oriental, au 
##  Topic 12: new, foil, raid, adjumani, gulu 
##  Topic 13: rebel, kill, armi, --, w 
##  Topic 14: ugandan, armi, lra, forc, resist 
##  Topic 15: africa, kampala, polit, apr, global 
##  Topic 16: kill, --, lra, armi, rebel 
##  Topic 17: uganda, bunia, french, candip, day 
##  Topic 18: soldier, kill, five, rescu, nine 
##  Topic 19: --, uganda, ai, break, war 
##  Topic 20: koni, command, four, kill, cite 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -3.531, relative change = 2.452e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 57 (approx. per word bound = -3.530, relative change = 2.219e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 58 (approx. per word bound = -3.529, relative change = 2.282e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 59 (approx. per word bound = -3.528, relative change = 2.580e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 60 (approx. per word bound = -3.527, relative change = 3.196e-04) 
## Topic 1: --, crisi, lra, uel, drc 
##  Topic 2: uganda, attack, peopl, --, middl 
##  Topic 3: uganda, updf, --, die, violenc 
##  Topic 4: three, kill, rebel, africa, congo 
##  Topic 5: ugandan, rebel, kill, --, troop 
##  Topic 6: okapi, dungu, la, à, de 
##  Topic 7: lra, africa, drcongo, incid, clash 
##  Topic 8: ambush, dow, pana, seven, clash 
##  Topic 9: vision, p, son, ceasefir, extend 
##  Topic 10: sudan, two, raid, region, camp 
##  Topic 11: provinc, lord, humanitair, oriental, au 
##  Topic 12: new, foil, raid, adjumani, gulu 
##  Topic 13: rebel, kill, armi, --, w 
##  Topic 14: ugandan, armi, lra, forc, resist 
##  Topic 15: africa, kampala, polit, apr, global 
##  Topic 16: kill, --, lra, armi, rebel 
##  Topic 17: uganda, bunia, french, candip, day 
##  Topic 18: soldier, kill, five, rescu, nine 
##  Topic 19: --, uganda, ai, break, war 
##  Topic 20: koni, command, kill, cite, four 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 61 (approx. per word bound = -3.525, relative change = 4.552e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 62 (approx. per word bound = -3.523, relative change = 5.373e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 63 (approx. per word bound = -3.522, relative change = 4.073e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 64 (approx. per word bound = -3.521, relative change = 2.254e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 65 (approx. per word bound = -3.520, relative change = 2.186e-04) 
## Topic 1: --, crisi, lra, uel, drc 
##  Topic 2: uganda, attack, peopl, --, middl 
##  Topic 3: uganda, updf, --, die, violenc 
##  Topic 4: three, kill, rebel, africa, congo 
##  Topic 5: ugandan, rebel, kill, --, troop 
##  Topic 6: okapi, dungu, la, à, de 
##  Topic 7: lra, africa, drcongo, incid, clash 
##  Topic 8: ambush, dow, pana, seven, clash 
##  Topic 9: vision, p, son, ceasefir, extend 
##  Topic 10: sudan, two, raid, region, camp 
##  Topic 11: provinc, lord, humanitair, oriental, au 
##  Topic 12: new, foil, raid, adjumani, gulu 
##  Topic 13: rebel, kill, armi, --, w 
##  Topic 14: ugandan, armi, lra, resist, forc 
##  Topic 15: africa, kampala, polit, apr, global 
##  Topic 16: kill, --, armi, lra, rebel 
##  Topic 17: uganda, bunia, french, candip, day 
##  Topic 18: kill, soldier, five, rescu, nine 
##  Topic 19: --, uganda, ai, break, war 
##  Topic 20: koni, command, kill, cite, lra 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 66 (approx. per word bound = -3.520, relative change = 2.545e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 67 (approx. per word bound = -3.519, relative change = 2.895e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 68 (approx. per word bound = -3.517, relative change = 3.018e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 69 (approx. per word bound = -3.516, relative change = 3.250e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 70 (approx. per word bound = -3.515, relative change = 3.508e-04) 
## Topic 1: --, crisi, lra, uel, drc 
##  Topic 2: uganda, attack, peopl, --, middl 
##  Topic 3: uganda, updf, --, die, violenc 
##  Topic 4: three, kill, rebel, africa, congo 
##  Topic 5: ugandan, rebel, kill, --, troop 
##  Topic 6: okapi, dungu, la, à, de 
##  Topic 7: lra, africa, drcongo, incid, attack 
##  Topic 8: ambush, dow, pana, seven, clash 
##  Topic 9: vision, p, son, ceasefir, extend 
##  Topic 10: sudan, two, raid, region, camp 
##  Topic 11: provinc, lord, humanitair, oriental, au 
##  Topic 12: new, foil, raid, adjumani, gulu 
##  Topic 13: rebel, kill, armi, --, w 
##  Topic 14: ugandan, armi, lra, resist, forc 
##  Topic 15: africa, kampala, polit, apr, comtex 
##  Topic 16: kill, armi, --, lra, rebel 
##  Topic 17: uganda, bunia, french, candip, day 
##  Topic 18: kill, soldier, five, rescu, nine 
##  Topic 19: --, uganda, ai, break, war 
##  Topic 20: koni, command, kill, cite, enough 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 71 (approx. per word bound = -3.514, relative change = 2.803e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 72 (approx. per word bound = -3.513, relative change = 3.321e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 73 (approx. per word bound = -3.511, relative change = 4.243e-04) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 74 (approx. per word bound = -3.511, relative change = 5.624e-05) 
## ....................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged
## [1] "check plot"
## ONLF: no prior
sk.onlf <- group.searchK(groupID= "-onlf",
                         data=ged.onlf,
                         kmax=20)
## [1] 700  49
## Warning: 'dfm.corpus()' is deprecated. Use 'tokens()' first.
## Warning: min_nchar, ngrams arguments are not used.
## Warning: '...' should not be used for tokens() arguments; use 'tokens()' first.
## Warning: min_nchar, ngrams arguments are not used.

## Warning: min_nchar, ngrams arguments are not used.
## Warning: 'remove' is deprecated; use dfm_remove() instead
## Warning: 'stem' is deprecated; use dfm_wordstem() instead
## Warning in dfm2stm(x, docvars, omit_empty = TRUE): Dropped 700 empty
## document(s)
## Warning in stm(documents = heldout$documents, vocab = heldout$vocab, K = k, :
## K=2 is equivalent to a unidimensional scaling model which you may prefer.
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ..
##   Recovering initialization...
##      ..
## Initialization complete.
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -3.857) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -3.732, relative change = 3.252e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -3.699, relative change = 8.717e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -3.687, relative change = 3.328e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -3.681, relative change = 1.677e-03) 
## Topic 1: freedom, africa, ogaden, ethiopian, soldier 
##  Topic 2: ogadeni, peopl, somali, rebel, claim 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -3.677, relative change = 1.025e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -3.674, relative change = 7.202e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -3.672, relative change = 5.554e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -3.670, relative change = 4.685e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -3.669, relative change = 4.387e-04) 
## Topic 1: freedom, africa, ogaden, ethiopian, soldier 
##  Topic 2: ogadeni, peopl, somali, rebel, claim 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -3.667, relative change = 4.551e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -3.665, relative change = 5.051e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -3.663, relative change = 5.523e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -3.661, relative change = 5.511e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -3.659, relative change = 5.212e-04) 
## Topic 1: africa, ogaden, freedom, ethiopian, soldier 
##  Topic 2: ogadeni, peopl, somali, rebel, claim 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -3.657, relative change = 5.179e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -3.655, relative change = 5.599e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -3.653, relative change = 6.390e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -3.650, relative change = 7.405e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -3.647, relative change = 8.437e-04) 
## Topic 1: ogaden, africa, ethiopian, freedom, soldier 
##  Topic 2: ogadeni, peopl, somali, rebel, freedom 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -3.644, relative change = 9.244e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -3.640, relative change = 9.662e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -3.637, relative change = 9.684e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -3.633, relative change = 9.437e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -3.630, relative change = 9.098e-04) 
## Topic 1: ogaden, africa, ethiopian, soldier, group 
##  Topic 2: ogadeni, peopl, freedom, somali, rebel 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -3.627, relative change = 8.820e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -3.624, relative change = 8.664e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -3.621, relative change = 8.568e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -3.618, relative change = 8.379e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -3.615, relative change = 7.952e-04) 
## Topic 1: ogaden, africa, ethiopian, soldier, group 
##  Topic 2: ogadeni, freedom, peopl, somali, rebel 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -3.612, relative change = 7.292e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -3.610, relative change = 6.601e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -3.607, relative change = 6.123e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -3.605, relative change = 5.905e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -3.603, relative change = 5.834e-04) 
## Topic 1: ogaden, ethiopian, africa, soldier, group 
##  Topic 2: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -3.601, relative change = 5.993e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -3.599, relative change = 6.525e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -3.596, relative change = 7.400e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -3.593, relative change = 8.401e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -3.590, relative change = 9.157e-04) 
## Topic 1: ogaden, ethiopian, africa, soldier, group 
##  Topic 2: freedom, ogadeni, peopl, africa, somali 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -3.586, relative change = 9.414e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -3.583, relative change = 9.455e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -3.579, relative change = 1.009e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -3.575, relative change = 1.183e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -3.570, relative change = 1.304e-03) 
## Topic 1: ogaden, ethiopian, soldier, africa, group 
##  Topic 2: freedom, ogadeni, peopl, africa, somali 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -3.566, relative change = 1.258e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -3.561, relative change = 1.290e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -3.556, relative change = 1.428e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -3.550, relative change = 1.636e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -3.544, relative change = 1.925e-03) 
## Topic 1: ogaden, ethiopian, africa, soldier, kill 
##  Topic 2: freedom, ogadeni, peopl, africa, somali 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -3.535, relative change = 2.304e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -3.526, relative change = 2.541e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -3.518, relative change = 2.287e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -3.511, relative change = 1.968e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -3.505, relative change = 1.746e-03) 
## Topic 1: ogaden, rebel, ethiopian, africa, kill 
##  Topic 2: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -3.500, relative change = 1.539e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 57 (approx. per word bound = -3.495, relative change = 1.356e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 58 (approx. per word bound = -3.491, relative change = 1.213e-03) 
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## Completing Iteration 59 (approx. per word bound = -3.487, relative change = 1.112e-03) 
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## Completing Iteration 60 (approx. per word bound = -3.483, relative change = 1.042e-03) 
## Topic 1: rebel, ogaden, africa, claim, govern 
##  Topic 2: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 61 (approx. per word bound = -3.480, relative change = 9.785e-04) 
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## Completing Iteration 65 (approx. per word bound = -3.470, relative change = 5.580e-04) 
## Topic 1: rebel, ogaden, claim, africa, govern 
##  Topic 2: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 66 (approx. per word bound = -3.468, relative change = 4.729e-04) 
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## Completing Iteration 69 (approx. per word bound = -3.465, relative change = 2.857e-04) 
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## Completing Iteration 70 (approx. per word bound = -3.464, relative change = 2.517e-04) 
## Topic 1: rebel, ogaden, claim, africa, govern 
##  Topic 2: freedom, ogadeni, peopl, somali, africa 
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## Completed E-Step (0 seconds). 
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## Completing Iteration 71 (approx. per word bound = -3.463, relative change = 2.304e-04) 
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## Completing Iteration 74 (approx. per word bound = -3.461, relative change = 1.986e-04) 
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## Completing Iteration 75 (approx. per word bound = -3.460, relative change = 1.909e-04) 
## Topic 1: rebel, ogaden, claim, africa, govern 
##  Topic 2: freedom, ogadeni, peopl, somali, africa 
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## Completed E-Step (0 seconds). 
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## Completing Iteration 76 (approx. per word bound = -3.460, relative change = 1.894e-04) 
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## Completing Iteration 78 (approx. per word bound = -3.458, relative change = 1.988e-04) 
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## Completing Iteration 79 (approx. per word bound = -3.458, relative change = 1.802e-04) 
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## Completing Iteration 80 (approx. per word bound = -3.457, relative change = 1.439e-04) 
## Topic 1: rebel, ogaden, claim, africa, govern 
##  Topic 2: freedom, ogadeni, peopl, somali, africa 
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## Completing Iteration 81 (approx. per word bound = -3.457, relative change = 1.108e-04) 
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## Completing Iteration 85 (approx. per word bound = -3.456, relative change = 6.067e-05) 
## Topic 1: rebel, ogaden, claim, africa, govern 
##  Topic 2: freedom, ogadeni, peopl, somali, africa 
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## Completing Iteration 86 (approx. per word bound = -3.456, relative change = 6.389e-05) 
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## Completing Iteration 90 (approx. per word bound = -3.454, relative change = 7.215e-05) 
## Topic 1: rebel, ogaden, africa, claim, govern 
##  Topic 2: freedom, ogadeni, peopl, somali, africa 
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## Completing Iteration 91 (approx. per word bound = -3.454, relative change = 5.619e-05) 
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## Completing Iteration 94 (approx. per word bound = -3.453, relative change = 4.579e-05) 
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## Completing Iteration 95 (approx. per word bound = -3.453, relative change = 4.379e-05) 
## Topic 1: rebel, ogaden, africa, claim, govern 
##  Topic 2: freedom, ogadeni, peopl, somali, africa 
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## Completing Iteration 96 (approx. per word bound = -3.453, relative change = 4.193e-05) 
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## Completing Iteration 99 (approx. per word bound = -3.453, relative change = 3.673e-05) 
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## Completing Iteration 100 (approx. per word bound = -3.453, relative change = 3.497e-05) 
## Topic 1: rebel, ogaden, africa, claim, govern 
##  Topic 2: freedom, ogadeni, peopl, somali, africa 
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## Completing Iteration 101 (approx. per word bound = -3.453, relative change = 3.329e-05) 
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## Completing Iteration 102 (approx. per word bound = -3.452, relative change = 3.159e-05) 
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## Completing Iteration 103 (approx. per word bound = -3.452, relative change = 2.989e-05) 
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## Completing Iteration 104 (approx. per word bound = -3.452, relative change = 2.828e-05) 
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## Completing Iteration 105 (approx. per word bound = -3.452, relative change = 2.674e-05) 
## Topic 1: rebel, ogaden, africa, claim, govern 
##  Topic 2: freedom, ogadeni, peopl, somali, africa 
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## Completing Iteration 106 (approx. per word bound = -3.452, relative change = 2.529e-05) 
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## Completing Iteration 107 (approx. per word bound = -3.452, relative change = 2.395e-05) 
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## Completing Iteration 108 (approx. per word bound = -3.452, relative change = 2.268e-05) 
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## Completing Iteration 109 (approx. per word bound = -3.452, relative change = 2.164e-05) 
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## Completing Iteration 110 (approx. per word bound = -3.452, relative change = 2.057e-05) 
## Topic 1: rebel, ogaden, africa, claim, govern 
##  Topic 2: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
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## Completing Iteration 111 (approx. per word bound = -3.452, relative change = 1.977e-05) 
## ..................................................................................................................
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## Completing Iteration 112 (approx. per word bound = -3.452, relative change = 1.898e-05) 
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## Completing Iteration 113 (approx. per word bound = -3.452, relative change = 1.833e-05) 
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## Completing Iteration 114 (approx. per word bound = -3.451, relative change = 1.783e-05) 
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## Completing Iteration 115 (approx. per word bound = -3.451, relative change = 1.742e-05) 
## Topic 1: rebel, ogaden, africa, claim, govern 
##  Topic 2: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
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## Completing Iteration 116 (approx. per word bound = -3.451, relative change = 1.715e-05) 
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## Completing Iteration 117 (approx. per word bound = -3.451, relative change = 1.706e-05) 
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## Completing Iteration 118 (approx. per word bound = -3.451, relative change = 1.713e-05) 
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## Completing Iteration 119 (approx. per word bound = -3.451, relative change = 1.745e-05) 
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## Completing Iteration 120 (approx. per word bound = -3.451, relative change = 1.802e-05) 
## Topic 1: rebel, ogaden, africa, claim, govern 
##  Topic 2: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 121 (approx. per word bound = -3.451, relative change = 1.893e-05) 
## ..................................................................................................................
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## Completing Iteration 122 (approx. per word bound = -3.451, relative change = 2.004e-05) 
## ..................................................................................................................
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## Completing Iteration 123 (approx. per word bound = -3.451, relative change = 2.148e-05) 
## ..................................................................................................................
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## Completing Iteration 124 (approx. per word bound = -3.451, relative change = 2.292e-05) 
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## Completing Iteration 125 (approx. per word bound = -3.451, relative change = 2.422e-05) 
## Topic 1: rebel, ogaden, africa, claim, govern 
##  Topic 2: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 126 (approx. per word bound = -3.451, relative change = 2.507e-05) 
## ..................................................................................................................
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## Completing Iteration 127 (approx. per word bound = -3.451, relative change = 2.530e-05) 
## ..................................................................................................................
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## Completing Iteration 128 (approx. per word bound = -3.450, relative change = 2.497e-05) 
## ..................................................................................................................
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## Completing Iteration 129 (approx. per word bound = -3.450, relative change = 2.416e-05) 
## ..................................................................................................................
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## Completing Iteration 130 (approx. per word bound = -3.450, relative change = 2.317e-05) 
## Topic 1: rebel, ogaden, africa, claim, govern 
##  Topic 2: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 131 (approx. per word bound = -3.450, relative change = 2.206e-05) 
## ..................................................................................................................
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## Completing Iteration 132 (approx. per word bound = -3.450, relative change = 2.111e-05) 
## ..................................................................................................................
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## Completing Iteration 133 (approx. per word bound = -3.450, relative change = 2.025e-05) 
## ..................................................................................................................
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## Completing Iteration 134 (approx. per word bound = -3.450, relative change = 1.969e-05) 
## ..................................................................................................................
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## Completed M-Step. 
## Completing Iteration 135 (approx. per word bound = -3.450, relative change = 1.950e-05) 
## Topic 1: rebel, ogaden, africa, claim, govern 
##  Topic 2: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 136 (approx. per word bound = -3.450, relative change = 1.985e-05) 
## ..................................................................................................................
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## Completing Iteration 137 (approx. per word bound = -3.450, relative change = 2.102e-05) 
## ..................................................................................................................
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## Completing Iteration 138 (approx. per word bound = -3.450, relative change = 2.346e-05) 
## ..................................................................................................................
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## Completing Iteration 139 (approx. per word bound = -3.450, relative change = 2.787e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 140 (approx. per word bound = -3.450, relative change = 3.478e-05) 
## Topic 1: rebel, ogaden, africa, claim, govern 
##  Topic 2: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 141 (approx. per word bound = -3.449, relative change = 4.249e-05) 
## ..................................................................................................................
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## Completing Iteration 142 (approx. per word bound = -3.449, relative change = 4.508e-05) 
## ..................................................................................................................
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## Completing Iteration 143 (approx. per word bound = -3.449, relative change = 3.884e-05) 
## ..................................................................................................................
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## Completing Iteration 144 (approx. per word bound = -3.449, relative change = 3.035e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 145 (approx. per word bound = -3.449, relative change = 2.542e-05) 
## Topic 1: rebel, ogaden, africa, claim, govern 
##  Topic 2: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 146 (approx. per word bound = -3.449, relative change = 2.360e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 147 (approx. per word bound = -3.449, relative change = 2.317e-05) 
## ..................................................................................................................
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## Completing Iteration 148 (approx. per word bound = -3.449, relative change = 2.300e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 149 (approx. per word bound = -3.449, relative change = 2.277e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 150 (approx. per word bound = -3.448, relative change = 2.235e-05) 
## Topic 1: rebel, ogaden, africa, claim, govern 
##  Topic 2: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 151 (approx. per word bound = -3.448, relative change = 2.221e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 152 (approx. per word bound = -3.448, relative change = 2.296e-05) 
## ..................................................................................................................
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## Completing Iteration 153 (approx. per word bound = -3.448, relative change = 2.607e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 154 (approx. per word bound = -3.448, relative change = 3.323e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 155 (approx. per word bound = -3.448, relative change = 4.417e-05) 
## Topic 1: rebel, ogaden, africa, claim, govern 
##  Topic 2: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 156 (approx. per word bound = -3.448, relative change = 5.148e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 157 (approx. per word bound = -3.448, relative change = 4.680e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 158 (approx. per word bound = -3.448, relative change = 4.067e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 159 (approx. per word bound = -3.447, relative change = 3.647e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 160 (approx. per word bound = -3.447, relative change = 2.922e-05) 
## Topic 1: rebel, ogaden, africa, claim, govern 
##  Topic 2: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 161 (approx. per word bound = -3.447, relative change = 2.074e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 162 (approx. per word bound = -3.447, relative change = 1.457e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 163 (approx. per word bound = -3.447, relative change = 1.088e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ...
##   Recovering initialization...
##      ..
## Initialization complete.
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -3.910) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -3.711, relative change = 5.079e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -3.666, relative change = 1.218e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -3.646, relative change = 5.406e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -3.635, relative change = 3.143e-03) 
## Topic 1: somali, ethiopian, group, forc, troop 
##  Topic 2: kill, ethiopia, soldier, battl, militari 
##  Topic 3: africa, freedom, ogadeni, peopl, rebel 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -3.627, relative change = 2.044e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -3.622, relative change = 1.452e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -3.618, relative change = 1.148e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -3.614, relative change = 9.964e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -3.611, relative change = 9.149e-04) 
## Topic 1: somali, ethiopian, group, forc, troop 
##  Topic 2: kill, ethiopia, soldier, ogaden, battl 
##  Topic 3: africa, freedom, ogadeni, peopl, rebel 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -3.608, relative change = 8.719e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -3.605, relative change = 8.324e-04) 
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## Completing Iteration 13 (approx. per word bound = -3.602, relative change = 7.530e-04) 
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## Completing Iteration 14 (approx. per word bound = -3.600, relative change = 6.487e-04) 
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## Completing Iteration 15 (approx. per word bound = -3.598, relative change = 5.812e-04) 
## Topic 1: somali, ethiopian, group, forc, troop 
##  Topic 2: kill, ethiopia, ogaden, soldier, victori 
##  Topic 3: africa, freedom, ogadeni, peopl, rebel 
## ..................................................................................................................
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## Completing Iteration 16 (approx. per word bound = -3.596, relative change = 5.322e-04) 
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## Completing Iteration 17 (approx. per word bound = -3.594, relative change = 4.680e-04) 
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## Completing Iteration 18 (approx. per word bound = -3.593, relative change = 4.216e-04) 
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## Completing Iteration 19 (approx. per word bound = -3.591, relative change = 4.173e-04) 
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## Completing Iteration 20 (approx. per word bound = -3.589, relative change = 4.598e-04) 
## Topic 1: somali, ethiopian, group, forc, troop 
##  Topic 2: ogaden, kill, ethiopia, soldier, victori 
##  Topic 3: africa, freedom, ogadeni, peopl, rebel 
## ..................................................................................................................
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## Completing Iteration 21 (approx. per word bound = -3.587, relative change = 5.502e-04) 
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## Completing Iteration 22 (approx. per word bound = -3.585, relative change = 6.450e-04) 
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## Completing Iteration 23 (approx. per word bound = -3.583, relative change = 6.913e-04) 
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## Completing Iteration 24 (approx. per word bound = -3.580, relative change = 7.460e-04) 
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## Completing Iteration 25 (approx. per word bound = -3.577, relative change = 8.503e-04) 
## Topic 1: somali, ethiopian, group, forc, troop 
##  Topic 2: ogaden, kill, ethiopia, soldier, victori 
##  Topic 3: africa, freedom, ogadeni, peopl, rebel 
## ..................................................................................................................
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## Completing Iteration 26 (approx. per word bound = -3.573, relative change = 9.877e-04) 
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## Completing Iteration 27 (approx. per word bound = -3.569, relative change = 1.138e-03) 
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## Completing Iteration 28 (approx. per word bound = -3.565, relative change = 1.293e-03) 
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## Completing Iteration 29 (approx. per word bound = -3.560, relative change = 1.452e-03) 
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## Completing Iteration 30 (approx. per word bound = -3.554, relative change = 1.597e-03) 
## Topic 1: somali, group, forc, ethiopian, troop 
##  Topic 2: ogaden, kill, soldier, ethiopia, rebel 
##  Topic 3: africa, freedom, ogadeni, peopl, rebel 
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## Completing Iteration 31 (approx. per word bound = -3.548, relative change = 1.640e-03) 
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## Completing Iteration 32 (approx. per word bound = -3.543, relative change = 1.511e-03) 
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## Completing Iteration 33 (approx. per word bound = -3.538, relative change = 1.304e-03) 
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## Completing Iteration 34 (approx. per word bound = -3.534, relative change = 1.125e-03) 
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## Completing Iteration 35 (approx. per word bound = -3.531, relative change = 9.898e-04) 
## Topic 1: somali, group, forc, ethiopian, troop 
##  Topic 2: ogaden, rebel, kill, soldier, ethiopia 
##  Topic 3: africa, freedom, ogadeni, peopl, govern 
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## Completing Iteration 36 (approx. per word bound = -3.527, relative change = 8.876e-04) 
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## Completing Iteration 38 (approx. per word bound = -3.522, relative change = 7.166e-04) 
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## Completing Iteration 39 (approx. per word bound = -3.520, relative change = 6.550e-04) 
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## Completing Iteration 40 (approx. per word bound = -3.518, relative change = 6.118e-04) 
## Topic 1: somali, group, forc, troop, ethiopian 
##  Topic 2: rebel, ogaden, claim, kill, soldier 
##  Topic 3: africa, freedom, ogadeni, peopl, govern 
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## Completing Iteration 41 (approx. per word bound = -3.516, relative change = 5.814e-04) 
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## Completing Iteration 45 (approx. per word bound = -3.507, relative change = 6.124e-04) 
## Topic 1: somali, forc, group, troop, -- 
##  Topic 2: rebel, ogaden, claim, kill, soldier 
##  Topic 3: africa, freedom, ogadeni, peopl, govern 
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## Completing Iteration 46 (approx. per word bound = -3.505, relative change = 6.709e-04) 
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## Completing Iteration 49 (approx. per word bound = -3.496, relative change = 9.362e-04) 
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## Completing Iteration 50 (approx. per word bound = -3.493, relative change = 1.013e-03) 
## Topic 1: somali, forc, --, govern, ethiopian 
##  Topic 2: rebel, ogaden, claim, kill, soldier 
##  Topic 3: africa, freedom, ogadeni, peopl, somali 
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## Completing Iteration 51 (approx. per word bound = -3.489, relative change = 1.062e-03) 
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## Completing Iteration 52 (approx. per word bound = -3.485, relative change = 1.081e-03) 
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## Completing Iteration 53 (approx. per word bound = -3.481, relative change = 1.072e-03) 
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## Completing Iteration 54 (approx. per word bound = -3.478, relative change = 1.044e-03) 
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## Completing Iteration 55 (approx. per word bound = -3.474, relative change = 1.004e-03) 
## Topic 1: somali, forc, govern, --, ethiopian 
##  Topic 2: rebel, ogaden, claim, kill, soldier 
##  Topic 3: africa, freedom, ogadeni, peopl, somali 
## ..................................................................................................................
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## Completing Iteration 56 (approx. per word bound = -3.471, relative change = 9.627e-04) 
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## Completing Iteration 57 (approx. per word bound = -3.468, relative change = 9.265e-04) 
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## Completing Iteration 59 (approx. per word bound = -3.462, relative change = 8.775e-04) 
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## Completing Iteration 60 (approx. per word bound = -3.459, relative change = 8.434e-04) 
## Topic 1: forc, ethiopian, --, govern, somali 
##  Topic 2: rebel, ogaden, claim, kill, soldier 
##  Topic 3: africa, freedom, ogadeni, peopl, somali 
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## Completing Iteration 61 (approx. per word bound = -3.456, relative change = 7.917e-04) 
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## Completing Iteration 62 (approx. per word bound = -3.453, relative change = 7.582e-04) 
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## Completing Iteration 63 (approx. per word bound = -3.451, relative change = 7.796e-04) 
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## Completing Iteration 64 (approx. per word bound = -3.448, relative change = 8.575e-04) 
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## Completing Iteration 65 (approx. per word bound = -3.444, relative change = 9.731e-04) 
## Topic 1: forc, ethiopian, --, ogaden, govern 
##  Topic 2: rebel, ogaden, claim, kill, ethiopia 
##  Topic 3: africa, freedom, ogadeni, peopl, somali 
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## Completing Iteration 66 (approx. per word bound = -3.441, relative change = 1.085e-03) 
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## Completing Iteration 67 (approx. per word bound = -3.437, relative change = 1.135e-03) 
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## Completing Iteration 68 (approx. per word bound = -3.433, relative change = 1.080e-03) 
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## Completing Iteration 69 (approx. per word bound = -3.430, relative change = 9.397e-04) 
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## Completing Iteration 70 (approx. per word bound = -3.427, relative change = 7.752e-04) 
## Topic 1: forc, ethiopian, africa, --, ogaden 
##  Topic 2: rebel, ogaden, claim, kill, govern 
##  Topic 3: freedom, ogadeni, peopl, africa, somali 
## ..................................................................................................................
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## Completing Iteration 71 (approx. per word bound = -3.425, relative change = 6.406e-04) 
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## Completing Iteration 72 (approx. per word bound = -3.423, relative change = 5.610e-04) 
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## Completing Iteration 73 (approx. per word bound = -3.421, relative change = 5.295e-04) 
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## Completing Iteration 74 (approx. per word bound = -3.419, relative change = 5.313e-04) 
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## Completing Iteration 75 (approx. per word bound = -3.417, relative change = 5.537e-04) 
## Topic 1: africa, ethiopian, forc, --, ogaden 
##  Topic 2: rebel, ogaden, claim, kill, govern 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
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## Completing Iteration 76 (approx. per word bound = -3.415, relative change = 5.819e-04) 
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## Completing Iteration 77 (approx. per word bound = -3.413, relative change = 5.940e-04) 
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## Completing Iteration 78 (approx. per word bound = -3.412, relative change = 5.698e-04) 
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## Completing Iteration 79 (approx. per word bound = -3.410, relative change = 5.115e-04) 
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## Completing Iteration 80 (approx. per word bound = -3.408, relative change = 4.541e-04) 
## Topic 1: ethiopian, africa, forc, --, rebel 
##  Topic 2: rebel, ogaden, claim, kill, ethiopia 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
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## Completing Iteration 81 (approx. per word bound = -3.407, relative change = 4.611e-04) 
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## Completing Iteration 82 (approx. per word bound = -3.405, relative change = 4.719e-04) 
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## Completing Iteration 83 (approx. per word bound = -3.404, relative change = 2.998e-04) 
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## Completing Iteration 84 (approx. per word bound = -3.403, relative change = 2.097e-04) 
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## Completing Iteration 85 (approx. per word bound = -3.403, relative change = 1.723e-04) 
## Topic 1: ethiopian, africa, forc, rebel, -- 
##  Topic 2: rebel, ogaden, claim, kill, ethiopia 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
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## Completing Iteration 86 (approx. per word bound = -3.402, relative change = 1.467e-04) 
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## Completing Iteration 87 (approx. per word bound = -3.402, relative change = 1.264e-04) 
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## Completing Iteration 88 (approx. per word bound = -3.401, relative change = 1.095e-04) 
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## Completing Iteration 89 (approx. per word bound = -3.401, relative change = 9.524e-05) 
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## Completing Iteration 90 (approx. per word bound = -3.401, relative change = 8.308e-05) 
## Topic 1: ethiopian, africa, forc, rebel, ogaden 
##  Topic 2: rebel, ogaden, claim, kill, ethiopia 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
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## Completing Iteration 91 (approx. per word bound = -3.401, relative change = 7.284e-05) 
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## Completing Iteration 92 (approx. per word bound = -3.400, relative change = 6.967e-05) 
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## Completing Iteration 93 (approx. per word bound = -3.400, relative change = 1.047e-04) 
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## Completing Iteration 94 (approx. per word bound = -3.399, relative change = 1.457e-04) 
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## Completing Iteration 95 (approx. per word bound = -3.399, relative change = 8.476e-05) 
## Topic 1: ethiopian, africa, forc, rebel, ogaden 
##  Topic 2: rebel, ogaden, claim, kill, ethiopia 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
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## Completing Iteration 96 (approx. per word bound = -3.399, relative change = 4.921e-05) 
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## Completing Iteration 97 (approx. per word bound = -3.399, relative change = 3.511e-05) 
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## Completing Iteration 98 (approx. per word bound = -3.399, relative change = 2.844e-05) 
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## Completing Iteration 99 (approx. per word bound = -3.399, relative change = 2.473e-05) 
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## Completing Iteration 100 (approx. per word bound = -3.399, relative change = 2.259e-05) 
## Topic 1: ethiopian, africa, forc, rebel, ogaden 
##  Topic 2: rebel, ogaden, claim, kill, ethiopia 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
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## Completing Iteration 101 (approx. per word bound = -3.399, relative change = 2.130e-05) 
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## Completing Iteration 102 (approx. per word bound = -3.398, relative change = 2.040e-05) 
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## Completing Iteration 103 (approx. per word bound = -3.398, relative change = 1.981e-05) 
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## Completing Iteration 104 (approx. per word bound = -3.398, relative change = 1.940e-05) 
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## Completing Iteration 105 (approx. per word bound = -3.398, relative change = 1.934e-05) 
## Topic 1: ethiopian, africa, forc, rebel, ogaden 
##  Topic 2: rebel, ogaden, claim, kill, ethiopia 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
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## Completing Iteration 106 (approx. per word bound = -3.398, relative change = 1.935e-05) 
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## Completing Iteration 107 (approx. per word bound = -3.398, relative change = 1.975e-05) 
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## Completing Iteration 108 (approx. per word bound = -3.398, relative change = 2.024e-05) 
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## Completing Iteration 109 (approx. per word bound = -3.398, relative change = 2.088e-05) 
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## Completing Iteration 110 (approx. per word bound = -3.398, relative change = 2.231e-05) 
## Topic 1: ethiopian, africa, forc, rebel, ogaden 
##  Topic 2: rebel, ogaden, claim, kill, ethiopia 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
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## Completing Iteration 111 (approx. per word bound = -3.398, relative change = 2.375e-05) 
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## Completing Iteration 112 (approx. per word bound = -3.398, relative change = 2.571e-05) 
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## Completing Iteration 113 (approx. per word bound = -3.398, relative change = 2.820e-05) 
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## Completing Iteration 114 (approx. per word bound = -3.398, relative change = 3.114e-05) 
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## Completing Iteration 115 (approx. per word bound = -3.397, relative change = 3.471e-05) 
## Topic 1: ethiopian, africa, forc, rebel, ogaden 
##  Topic 2: rebel, ogaden, claim, kill, ethiopia 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
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## Completing Iteration 116 (approx. per word bound = -3.397, relative change = 3.838e-05) 
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## Completing Iteration 117 (approx. per word bound = -3.397, relative change = 4.157e-05) 
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## Completing Iteration 118 (approx. per word bound = -3.397, relative change = 4.339e-05) 
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## Completing Iteration 119 (approx. per word bound = -3.397, relative change = 4.389e-05) 
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## Completed E-Step (0 seconds). 
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## Completing Iteration 120 (approx. per word bound = -3.397, relative change = 4.096e-05) 
## Topic 1: ethiopian, africa, rebel, forc, ogaden 
##  Topic 2: rebel, ogaden, claim, kill, ethiopia 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
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## Completed E-Step (0 seconds). 
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## Completing Iteration 121 (approx. per word bound = -3.397, relative change = 3.634e-05) 
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## Completing Iteration 122 (approx. per word bound = -3.397, relative change = 3.067e-05) 
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## Completing Iteration 123 (approx. per word bound = -3.396, relative change = 2.502e-05) 
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## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 124 (approx. per word bound = -3.396, relative change = 2.061e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 125 (approx. per word bound = -3.396, relative change = 1.759e-05) 
## Topic 1: ethiopian, africa, rebel, forc, ogaden 
##  Topic 2: rebel, ogaden, claim, kill, ethiopia 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 126 (approx. per word bound = -3.396, relative change = 1.595e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 127 (approx. per word bound = -3.396, relative change = 1.557e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 128 (approx. per word bound = -3.396, relative change = 1.646e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 129 (approx. per word bound = -3.396, relative change = 1.918e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 130 (approx. per word bound = -3.396, relative change = 2.394e-05) 
## Topic 1: ethiopian, africa, rebel, forc, ogaden 
##  Topic 2: rebel, ogaden, claim, kill, ethiopia 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 131 (approx. per word bound = -3.396, relative change = 3.231e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 132 (approx. per word bound = -3.396, relative change = 4.774e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 133 (approx. per word bound = -3.395, relative change = 7.498e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 134 (approx. per word bound = -3.395, relative change = 1.256e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 135 (approx. per word bound = -3.394, relative change = 2.179e-04) 
## Topic 1: ethiopian, africa, rebel, forc, ogaden 
##  Topic 2: rebel, ogaden, claim, kill, ethiopia 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 136 (approx. per word bound = -3.393, relative change = 3.523e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 137 (approx. per word bound = -3.392, relative change = 4.535e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 138 (approx. per word bound = -3.390, relative change = 4.043e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 139 (approx. per word bound = -3.389, relative change = 2.655e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 140 (approx. per word bound = -3.389, relative change = 1.651e-04) 
## Topic 1: ethiopian, africa, rebel, forc, ogaden 
##  Topic 2: rebel, ogaden, claim, kill, ethiopia 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 141 (approx. per word bound = -3.388, relative change = 1.124e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 142 (approx. per word bound = -3.388, relative change = 8.514e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 143 (approx. per word bound = -3.388, relative change = 6.938e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 144 (approx. per word bound = -3.388, relative change = 5.937e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 145 (approx. per word bound = -3.387, relative change = 5.187e-05) 
## Topic 1: ethiopian, africa, rebel, forc, ogaden 
##  Topic 2: rebel, ogaden, claim, kill, ethiopia 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 146 (approx. per word bound = -3.387, relative change = 4.644e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 147 (approx. per word bound = -3.387, relative change = 4.191e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 148 (approx. per word bound = -3.387, relative change = 3.753e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 149 (approx. per word bound = -3.387, relative change = 3.421e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 150 (approx. per word bound = -3.387, relative change = 3.124e-05) 
## Topic 1: ethiopian, africa, rebel, forc, ogaden 
##  Topic 2: rebel, ogaden, claim, kill, ethiopia 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 151 (approx. per word bound = -3.387, relative change = 2.854e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 152 (approx. per word bound = -3.387, relative change = 2.619e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 153 (approx. per word bound = -3.387, relative change = 2.423e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 154 (approx. per word bound = -3.386, relative change = 2.221e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 155 (approx. per word bound = -3.386, relative change = 2.110e-05) 
## Topic 1: ethiopian, africa, rebel, forc, ogaden 
##  Topic 2: rebel, ogaden, claim, kill, ethiopia 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 156 (approx. per word bound = -3.386, relative change = 1.937e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 157 (approx. per word bound = -3.386, relative change = 1.854e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 158 (approx. per word bound = -3.386, relative change = 1.582e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 159 (approx. per word bound = -3.386, relative change = 1.640e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 160 (approx. per word bound = -3.386, relative change = 1.506e-05) 
## Topic 1: ethiopian, africa, rebel, forc, ogaden 
##  Topic 2: rebel, ogaden, claim, kill, ethiopia 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 161 (approx. per word bound = -3.386, relative change = 1.485e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 162 (approx. per word bound = -3.386, relative change = 1.354e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 163 (approx. per word bound = -3.386, relative change = 1.311e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 164 (approx. per word bound = -3.386, relative change = 1.251e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 165 (approx. per word bound = -3.386, relative change = 1.198e-05) 
## Topic 1: ethiopian, africa, rebel, forc, ogaden 
##  Topic 2: rebel, ogaden, claim, kill, ethiopia 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 166 (approx. per word bound = -3.386, relative change = 1.166e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 167 (approx. per word bound = -3.386, relative change = 1.095e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 168 (approx. per word bound = -3.386, relative change = 1.074e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 169 (approx. per word bound = -3.386, relative change = 1.027e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ....
##   Recovering initialization...
##      ..
## Initialization complete.
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -3.954) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -3.717, relative change = 6.011e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -3.644, relative change = 1.951e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -3.615, relative change = 7.900e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -3.600, relative change = 4.182e-03) 
## Topic 1: militari, communiqu, aggreg, crime, onlf 
##  Topic 2: africa, rebel, soldier, --, troop 
##  Topic 3: freedom, ogadeni, peopl, somali, ogaden 
##  Topic 4: battlefield, sever, inflict, dozen, loyalist 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -3.588, relative change = 3.338e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -3.579, relative change = 2.523e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -3.572, relative change = 2.069e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -3.565, relative change = 2.009e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -3.558, relative change = 1.925e-03) 
## Topic 1: militari, onlf, ethiopia, communiqu, polit 
##  Topic 2: africa, rebel, soldier, --, troop 
##  Topic 3: freedom, ogadeni, peopl, somali, ogaden 
##  Topic 4: success, battlefield, sever, inflict, dozen 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -3.553, relative change = 1.425e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -3.549, relative change = 1.036e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -3.545, relative change = 1.200e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -3.540, relative change = 1.250e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -3.537, relative change = 9.504e-04) 
## Topic 1: onlf, militari, ethiopia, polit, victori 
##  Topic 2: africa, rebel, soldier, ethiopian, ogaden 
##  Topic 3: freedom, ogadeni, peopl, somali, claim 
##  Topic 4: success, battlefield, sever, inflict, dozen 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -3.534, relative change = 9.528e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -3.530, relative change = 1.074e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -3.525, relative change = 1.325e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -3.519, relative change = 1.693e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -3.512, relative change = 1.955e-03) 
## Topic 1: ethiopia, onlf, militari, polit, victori 
##  Topic 2: africa, rebel, ethiopian, ogaden, soldier 
##  Topic 3: freedom, ogadeni, peopl, somali, claim 
##  Topic 4: ogaden, forc, success, ethiopian, battlefield 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -3.505, relative change = 2.104e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -3.497, relative change = 2.199e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -3.490, relative change = 2.151e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -3.483, relative change = 2.008e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -3.476, relative change = 1.913e-03) 
## Topic 1: ethiopia, polit, onlf, militari, victori 
##  Topic 2: africa, rebel, soldier, ethiopian, ogaden 
##  Topic 3: freedom, ogadeni, peopl, somali, claim 
##  Topic 4: ogaden, ethiopian, forc, onlin, battl 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -3.470, relative change = 1.861e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -3.463, relative change = 1.994e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -3.456, relative change = 2.046e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -3.449, relative change = 1.879e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -3.444, relative change = 1.593e-03) 
## Topic 1: ethiopia, polit, onlf, militari, victori 
##  Topic 2: africa, rebel, soldier, kill, troop 
##  Topic 3: freedom, ogadeni, peopl, somali, claim 
##  Topic 4: ogaden, ethiopian, forc, --, claim 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -3.439, relative change = 1.378e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -3.434, relative change = 1.274e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -3.430, relative change = 1.253e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -3.426, relative change = 1.283e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -3.421, relative change = 1.316e-03) 
## Topic 1: ethiopia, onlf, victori, militari, claim 
##  Topic 2: africa, rebel, kill, soldier, troop 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
##  Topic 4: ogaden, ethiopian, claim, govern, forc 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -3.417, relative change = 1.319e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -3.412, relative change = 1.289e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -3.408, relative change = 1.268e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -3.404, relative change = 1.301e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -3.399, relative change = 1.321e-03) 
## Topic 1: ethiopia, victori, onlf, militari, rebel 
##  Topic 2: rebel, africa, kill, soldier, govern 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
##  Topic 4: ogaden, ethiopian, claim, forc, govern 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -3.395, relative change = 1.301e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -3.391, relative change = 1.162e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -3.387, relative change = 1.136e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -3.383, relative change = 1.182e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -3.379, relative change = 1.183e-03) 
## Topic 1: ethiopia, victori, rebel, claim, onlf 
##  Topic 2: rebel, africa, kill, soldier, govern 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
##  Topic 4: ogaden, ethiopian, claim, forc, -- 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -3.375, relative change = 1.164e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -3.371, relative change = 1.159e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -3.367, relative change = 1.126e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -3.363, relative change = 1.098e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -3.360, relative change = 1.088e-03) 
## Topic 1: ethiopia, victori, rebel, onlf, militari 
##  Topic 2: rebel, africa, kill, soldier, govern 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
##  Topic 4: ogaden, ethiopian, claim, forc, -- 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -3.356, relative change = 1.077e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -3.353, relative change = 1.044e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -3.349, relative change = 9.794e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -3.346, relative change = 8.771e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -3.344, relative change = 7.389e-04) 
## Topic 1: ethiopia, victori, onlf, militari, rebel 
##  Topic 2: africa, rebel, kill, soldier, govern 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
##  Topic 4: ogaden, ethiopian, rebel, claim, forc 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -3.342, relative change = 6.104e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 57 (approx. per word bound = -3.340, relative change = 4.999e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 58 (approx. per word bound = -3.339, relative change = 4.142e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 59 (approx. per word bound = -3.338, relative change = 3.537e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 60 (approx. per word bound = -3.337, relative change = 3.126e-04) 
## Topic 1: ethiopia, victori, onlf, militari, rebel 
##  Topic 2: africa, kill, rebel, soldier, govern 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
##  Topic 4: ogaden, ethiopian, rebel, claim, ethiopia 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 61 (approx. per word bound = -3.336, relative change = 2.837e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 62 (approx. per word bound = -3.335, relative change = 2.673e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 63 (approx. per word bound = -3.334, relative change = 2.612e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 64 (approx. per word bound = -3.333, relative change = 2.612e-04) 
## ..................................................................................................................
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## Completed M-Step. 
## Completing Iteration 65 (approx. per word bound = -3.332, relative change = 2.388e-04) 
## Topic 1: ethiopia, victori, onlf, militari, rebel 
##  Topic 2: africa, kill, rebel, soldier, govern 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
##  Topic 4: ogaden, rebel, ethiopian, claim, ethiopia 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 66 (approx. per word bound = -3.332, relative change = 1.994e-04) 
## ..................................................................................................................
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## Completing Iteration 67 (approx. per word bound = -3.331, relative change = 1.819e-04) 
## ..................................................................................................................
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## Completing Iteration 68 (approx. per word bound = -3.330, relative change = 1.981e-04) 
## ..................................................................................................................
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## Completing Iteration 69 (approx. per word bound = -3.330, relative change = 1.301e-04) 
## ..................................................................................................................
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## Completed M-Step. 
## Completing Iteration 70 (approx. per word bound = -3.329, relative change = 1.487e-04) 
## Topic 1: ethiopia, victori, onlf, militari, rebel 
##  Topic 2: africa, kill, rebel, soldier, govern 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
##  Topic 4: ogaden, rebel, ethiopian, claim, ethiopia 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 71 (approx. per word bound = -3.329, relative change = 1.738e-04) 
## ..................................................................................................................
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## Completing Iteration 72 (approx. per word bound = -3.328, relative change = 1.926e-04) 
## ..................................................................................................................
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## Completing Iteration 73 (approx. per word bound = -3.328, relative change = 2.116e-04) 
## ..................................................................................................................
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## Completing Iteration 74 (approx. per word bound = -3.327, relative change = 2.338e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 75 (approx. per word bound = -3.326, relative change = 2.581e-04) 
## Topic 1: ethiopia, victori, onlf, militari, rebel 
##  Topic 2: africa, kill, soldier, rebel, govern 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
##  Topic 4: ogaden, rebel, ethiopian, claim, ethiopia 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 76 (approx. per word bound = -3.325, relative change = 2.786e-04) 
## ..................................................................................................................
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## Completing Iteration 77 (approx. per word bound = -3.324, relative change = 2.891e-04) 
## ..................................................................................................................
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## Completing Iteration 78 (approx. per word bound = -3.323, relative change = 2.852e-04) 
## ..................................................................................................................
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## Completing Iteration 79 (approx. per word bound = -3.322, relative change = 2.681e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 80 (approx. per word bound = -3.321, relative change = 2.425e-04) 
## Topic 1: ethiopia, victori, onlf, militari, rebel 
##  Topic 2: kill, africa, soldier, rebel, govern 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
##  Topic 4: ogaden, rebel, ethiopian, claim, ethiopia 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 81 (approx. per word bound = -3.321, relative change = 2.138e-04) 
## ..................................................................................................................
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## Completing Iteration 82 (approx. per word bound = -3.320, relative change = 1.869e-04) 
## ..................................................................................................................
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## Completing Iteration 83 (approx. per word bound = -3.319, relative change = 1.642e-04) 
## ..................................................................................................................
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## Completing Iteration 84 (approx. per word bound = -3.319, relative change = 1.458e-04) 
## ..................................................................................................................
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## Completed M-Step. 
## Completing Iteration 85 (approx. per word bound = -3.319, relative change = 1.327e-04) 
## Topic 1: ethiopia, victori, onlf, militari, rebel 
##  Topic 2: kill, soldier, rebel, africa, govern 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
##  Topic 4: ogaden, rebel, ethiopian, claim, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 86 (approx. per word bound = -3.318, relative change = 1.212e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 87 (approx. per word bound = -3.318, relative change = 1.137e-04) 
## ..................................................................................................................
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## Completing Iteration 88 (approx. per word bound = -3.317, relative change = 1.093e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 89 (approx. per word bound = -3.317, relative change = 1.070e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 90 (approx. per word bound = -3.317, relative change = 1.070e-04) 
## Topic 1: ethiopia, victori, onlf, militari, rebel 
##  Topic 2: kill, soldier, rebel, govern, africa 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
##  Topic 4: ogaden, rebel, ethiopian, africa, claim 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 91 (approx. per word bound = -3.316, relative change = 1.097e-04) 
## ..................................................................................................................
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## Completing Iteration 92 (approx. per word bound = -3.316, relative change = 1.147e-04) 
## ..................................................................................................................
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## Completing Iteration 93 (approx. per word bound = -3.316, relative change = 1.218e-04) 
## ..................................................................................................................
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## Completed M-Step. 
## Completing Iteration 94 (approx. per word bound = -3.315, relative change = 1.297e-04) 
## ..................................................................................................................
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## Completed M-Step. 
## Completing Iteration 95 (approx. per word bound = -3.315, relative change = 1.340e-04) 
## Topic 1: ethiopia, victori, onlf, militari, rebel 
##  Topic 2: kill, soldier, rebel, govern, africa 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
##  Topic 4: ogaden, rebel, ethiopian, africa, claim 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 96 (approx. per word bound = -3.314, relative change = 1.327e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 97 (approx. per word bound = -3.314, relative change = 1.225e-04) 
## ..................................................................................................................
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## Completing Iteration 98 (approx. per word bound = -3.313, relative change = 1.062e-04) 
## ..................................................................................................................
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## Completed M-Step. 
## Completing Iteration 99 (approx. per word bound = -3.313, relative change = 8.991e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 100 (approx. per word bound = -3.313, relative change = 7.582e-05) 
## Topic 1: ethiopia, victori, onlf, militari, rebel 
##  Topic 2: kill, soldier, rebel, govern, africa 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
##  Topic 4: ogaden, rebel, ethiopian, africa, claim 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 101 (approx. per word bound = -3.313, relative change = 6.544e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 102 (approx. per word bound = -3.313, relative change = 5.768e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 103 (approx. per word bound = -3.312, relative change = 5.179e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 104 (approx. per word bound = -3.312, relative change = 4.785e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 105 (approx. per word bound = -3.312, relative change = 4.388e-05) 
## Topic 1: ethiopia, victori, onlf, militari, rebel 
##  Topic 2: kill, soldier, rebel, govern, africa 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
##  Topic 4: ogaden, rebel, ethiopian, africa, claim 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 106 (approx. per word bound = -3.312, relative change = 4.153e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 107 (approx. per word bound = -3.312, relative change = 3.898e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 108 (approx. per word bound = -3.312, relative change = 3.725e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 109 (approx. per word bound = -3.312, relative change = 3.506e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 110 (approx. per word bound = -3.311, relative change = 3.361e-05) 
## Topic 1: ethiopia, victori, onlf, militari, rebel 
##  Topic 2: kill, soldier, rebel, govern, africa 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
##  Topic 4: ogaden, rebel, ethiopian, africa, claim 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 111 (approx. per word bound = -3.311, relative change = 3.248e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 112 (approx. per word bound = -3.311, relative change = 3.093e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 113 (approx. per word bound = -3.311, relative change = 2.967e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 114 (approx. per word bound = -3.311, relative change = 2.847e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 115 (approx. per word bound = -3.311, relative change = 2.760e-05) 
## Topic 1: ethiopia, victori, onlf, militari, rebel 
##  Topic 2: kill, soldier, rebel, govern, africa 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
##  Topic 4: ogaden, rebel, ethiopian, africa, claim 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 116 (approx. per word bound = -3.311, relative change = 2.637e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 117 (approx. per word bound = -3.311, relative change = 2.597e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 118 (approx. per word bound = -3.311, relative change = 2.482e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 119 (approx. per word bound = -3.311, relative change = 2.379e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 120 (approx. per word bound = -3.311, relative change = 2.289e-05) 
## Topic 1: ethiopia, victori, onlf, militari, rebel 
##  Topic 2: kill, soldier, rebel, govern, africa 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
##  Topic 4: ogaden, rebel, ethiopian, africa, claim 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 121 (approx. per word bound = -3.310, relative change = 2.197e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 122 (approx. per word bound = -3.310, relative change = 2.149e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 123 (approx. per word bound = -3.310, relative change = 2.038e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 124 (approx. per word bound = -3.310, relative change = 1.991e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 125 (approx. per word bound = -3.310, relative change = 2.026e-05) 
## Topic 1: ethiopia, victori, onlf, militari, rebel 
##  Topic 2: kill, soldier, rebel, govern, africa 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
##  Topic 4: ogaden, rebel, ethiopian, africa, claim 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 126 (approx. per word bound = -3.310, relative change = 1.834e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 127 (approx. per word bound = -3.310, relative change = 1.828e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 128 (approx. per word bound = -3.310, relative change = 1.733e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 129 (approx. per word bound = -3.310, relative change = 1.671e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 130 (approx. per word bound = -3.310, relative change = 1.705e-05) 
## Topic 1: ethiopia, victori, onlf, militari, rebel 
##  Topic 2: kill, soldier, rebel, govern, africa 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
##  Topic 4: ogaden, rebel, ethiopian, africa, claim 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 131 (approx. per word bound = -3.310, relative change = 1.633e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 132 (approx. per word bound = -3.310, relative change = 1.580e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 133 (approx. per word bound = -3.310, relative change = 1.615e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 134 (approx. per word bound = -3.310, relative change = 1.508e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 135 (approx. per word bound = -3.310, relative change = 1.582e-05) 
## Topic 1: ethiopia, victori, onlf, militari, rebel 
##  Topic 2: kill, soldier, rebel, govern, africa 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
##  Topic 4: ogaden, rebel, ethiopian, africa, claim 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 136 (approx. per word bound = -3.310, relative change = 1.530e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 137 (approx. per word bound = -3.310, relative change = 1.622e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 138 (approx. per word bound = -3.309, relative change = 1.609e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 139 (approx. per word bound = -3.309, relative change = 1.636e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 140 (approx. per word bound = -3.309, relative change = 1.602e-05) 
## Topic 1: ethiopia, victori, onlf, militari, rebel 
##  Topic 2: kill, soldier, rebel, govern, africa 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
##  Topic 4: ogaden, rebel, ethiopian, africa, claim 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 141 (approx. per word bound = -3.309, relative change = 1.571e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 142 (approx. per word bound = -3.309, relative change = 1.532e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 143 (approx. per word bound = -3.309, relative change = 1.564e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 144 (approx. per word bound = -3.309, relative change = 1.480e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 145 (approx. per word bound = -3.309, relative change = 1.432e-05) 
## Topic 1: ethiopia, victori, onlf, militari, rebel 
##  Topic 2: kill, soldier, rebel, govern, africa 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
##  Topic 4: ogaden, rebel, ethiopian, africa, claim 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 146 (approx. per word bound = -3.309, relative change = 1.462e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 147 (approx. per word bound = -3.309, relative change = 1.469e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 148 (approx. per word bound = -3.309, relative change = 1.489e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 149 (approx. per word bound = -3.309, relative change = 1.583e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 150 (approx. per word bound = -3.309, relative change = 1.340e-05) 
## Topic 1: ethiopia, victori, onlf, militari, rebel 
##  Topic 2: kill, soldier, rebel, govern, africa 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
##  Topic 4: ogaden, rebel, ethiopian, africa, claim 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 151 (approx. per word bound = -3.309, relative change = 1.416e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 152 (approx. per word bound = -3.309, relative change = 1.459e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 153 (approx. per word bound = -3.309, relative change = 1.346e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 154 (approx. per word bound = -3.309, relative change = 1.303e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 155 (approx. per word bound = -3.309, relative change = 1.346e-05) 
## Topic 1: ethiopia, victori, onlf, militari, rebel 
##  Topic 2: kill, soldier, rebel, govern, africa 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
##  Topic 4: ogaden, rebel, ethiopian, africa, claim 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 156 (approx. per word bound = -3.309, relative change = 1.224e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 157 (approx. per word bound = -3.309, relative change = 1.265e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 158 (approx. per word bound = -3.309, relative change = 1.107e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 159 (approx. per word bound = -3.308, relative change = 1.163e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 160 (approx. per word bound = -3.308, relative change = 1.092e-05) 
## Topic 1: ethiopia, victori, onlf, militari, rebel 
##  Topic 2: kill, soldier, rebel, govern, africa 
##  Topic 3: freedom, ogadeni, peopl, somali, africa 
##  Topic 4: ogaden, rebel, ethiopian, africa, claim 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 161 (approx. per word bound = -3.308, relative change = 1.028e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 162 (approx. per word bound = -3.308, relative change = 1.020e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      .....
##   Recovering initialization...
##      ..
## Initialization complete.
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -3.965) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -3.716, relative change = 6.300e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -3.641, relative change = 2.000e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -3.607, relative change = 9.408e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -3.584, relative change = 6.332e-03) 
## Topic 1: sever, aggreg, dozen, crime, loyalist 
##  Topic 2: freedom, --, opposit, eritrean, eritrea 
##  Topic 3: africa, ogadeni, peopl, somali, rebel 
##  Topic 4: say, die, hundr, ethiopian, across 
##  Topic 5: onlf, militari, front, victori, communiqu 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 6 (approx. per word bound = -3.569, relative change = 4.337e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 7 (approx. per word bound = -3.559, relative change = 2.677e-03) 
## ..................................................................................................................
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## Completing Iteration 8 (approx. per word bound = -3.553, relative change = 1.838e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 9 (approx. per word bound = -3.547, relative change = 1.676e-03) 
## ..................................................................................................................
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## Completing Iteration 10 (approx. per word bound = -3.540, relative change = 1.765e-03) 
## Topic 1: sever, aggreg, dozen, ethiopia, crime 
##  Topic 2: freedom, --, opposit, eritrean, asmara 
##  Topic 3: africa, ogadeni, peopl, somali, rebel 
##  Topic 4: onlin, say, ethiopian, ogaden, die 
##  Topic 5: victori, onlf, militari, claim, front 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 11 (approx. per word bound = -3.535, relative change = 1.635e-03) 
## ..................................................................................................................
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## Completing Iteration 12 (approx. per word bound = -3.530, relative change = 1.394e-03) 
## ..................................................................................................................
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## Completing Iteration 13 (approx. per word bound = -3.526, relative change = 1.119e-03) 
## ..................................................................................................................
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## Completing Iteration 14 (approx. per word bound = -3.522, relative change = 1.051e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 15 (approx. per word bound = -3.518, relative change = 1.105e-03) 
## Topic 1: ethiopia, sever, aggreg, ogaden, dozen 
##  Topic 2: freedom, --, opposit, eritrean, asmara 
##  Topic 3: africa, ogadeni, peopl, somali, rebel 
##  Topic 4: ogaden, ethiopian, onlin, say, battl 
##  Topic 5: victori, claim, ethiopia, onlf, militari 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 16 (approx. per word bound = -3.514, relative change = 1.106e-03) 
## ..................................................................................................................
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## Completing Iteration 17 (approx. per word bound = -3.510, relative change = 1.139e-03) 
## ..................................................................................................................
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## Completing Iteration 18 (approx. per word bound = -3.508, relative change = 7.476e-04) 
## ..................................................................................................................
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## Completing Iteration 19 (approx. per word bound = -3.505, relative change = 6.281e-04) 
## ..................................................................................................................
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## Completing Iteration 20 (approx. per word bound = -3.503, relative change = 6.423e-04) 
## Topic 1: ethiopia, ogaden, sever, aggreg, dozen 
##  Topic 2: freedom, opposit, --, eritrean, asmara 
##  Topic 3: africa, ogadeni, peopl, somali, rebel 
##  Topic 4: ogaden, ethiopian, --, onlin, soldier 
##  Topic 5: claim, ethiopia, victori, rebel, militari 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 21 (approx. per word bound = -3.500, relative change = 1.011e-03) 
## ..................................................................................................................
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## Completing Iteration 22 (approx. per word bound = -3.497, relative change = 8.148e-04) 
## ..................................................................................................................
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## Completing Iteration 23 (approx. per word bound = -3.494, relative change = 6.249e-04) 
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## Completing Iteration 24 (approx. per word bound = -3.492, relative change = 6.187e-04) 
## ..................................................................................................................
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## Completing Iteration 25 (approx. per word bound = -3.491, relative change = 5.067e-04) 
## Topic 1: ogaden, ethiopia, sever, aggreg, dozen 
##  Topic 2: freedom, opposit, eritrean, asmara, text 
##  Topic 3: africa, ogadeni, peopl, somali, rebel 
##  Topic 4: ogaden, ethiopian, --, onlin, soldier 
##  Topic 5: rebel, claim, ethiopia, victori, militari 
## ..................................................................................................................
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## Completing Iteration 26 (approx. per word bound = -3.489, relative change = 5.549e-04) 
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## Completing Iteration 27 (approx. per word bound = -3.486, relative change = 8.609e-04) 
## ..................................................................................................................
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## Completing Iteration 28 (approx. per word bound = -3.479, relative change = 1.751e-03) 
## ..................................................................................................................
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## Completing Iteration 29 (approx. per word bound = -3.476, relative change = 1.055e-03) 
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## Completing Iteration 30 (approx. per word bound = -3.473, relative change = 7.180e-04) 
## Topic 1: ogaden, ethiopia, sever, aggreg, somali 
##  Topic 2: freedom, opposit, peopl, text, eritrean 
##  Topic 3: africa, ogadeni, peopl, somali, govern 
##  Topic 4: ogaden, ethiopian, --, soldier, onlin 
##  Topic 5: rebel, claim, ethiopia, victori, forc 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 31 (approx. per word bound = -3.471, relative change = 6.638e-04) 
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## Completing Iteration 32 (approx. per word bound = -3.469, relative change = 5.938e-04) 
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## Completing Iteration 33 (approx. per word bound = -3.467, relative change = 5.232e-04) 
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## Completing Iteration 34 (approx. per word bound = -3.465, relative change = 5.635e-04) 
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## Completing Iteration 35 (approx. per word bound = -3.463, relative change = 6.850e-04) 
## Topic 1: ogaden, ethiopia, battl, sever, aggreg 
##  Topic 2: freedom, peopl, opposit, apr, ogadeni 
##  Topic 3: africa, ogadeni, peopl, somali, govern 
##  Topic 4: ogaden, ethiopian, kill, soldier, -- 
##  Topic 5: rebel, claim, ethiopia, forc, victori 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 36 (approx. per word bound = -3.460, relative change = 7.320e-04) 
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## Completing Iteration 37 (approx. per word bound = -3.458, relative change = 5.493e-04) 
## ..................................................................................................................
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## Completing Iteration 38 (approx. per word bound = -3.457, relative change = 4.754e-04) 
## ..................................................................................................................
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## Completing Iteration 39 (approx. per word bound = -3.455, relative change = 5.444e-04) 
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## Completing Iteration 40 (approx. per word bound = -3.452, relative change = 6.989e-04) 
## Topic 1: ogaden, ethiopia, battl, sever, aggreg 
##  Topic 2: freedom, peopl, ogadeni, opposit, apr 
##  Topic 3: africa, ogadeni, peopl, somali, govern 
##  Topic 4: ogaden, ethiopian, kill, soldier, -- 
##  Topic 5: rebel, claim, ethiopia, forc, victori 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 41 (approx. per word bound = -3.449, relative change = 8.881e-04) 
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## Completing Iteration 42 (approx. per word bound = -3.446, relative change = 1.041e-03) 
## ..................................................................................................................
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## Completing Iteration 43 (approx. per word bound = -3.442, relative change = 1.163e-03) 
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## Completing Iteration 44 (approx. per word bound = -3.438, relative change = 1.241e-03) 
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## Completing Iteration 45 (approx. per word bound = -3.433, relative change = 1.244e-03) 
## Topic 1: ogaden, ethiopia, battl, somali, aggreg 
##  Topic 2: freedom, peopl, ogadeni, opposit, apr 
##  Topic 3: africa, ogadeni, peopl, somali, govern 
##  Topic 4: ogaden, ethiopian, kill, soldier, -- 
##  Topic 5: rebel, claim, ethiopia, forc, victori 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 46 (approx. per word bound = -3.429, relative change = 1.113e-03) 
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## Completing Iteration 47 (approx. per word bound = -3.426, relative change = 9.705e-04) 
## ..................................................................................................................
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## Completing Iteration 48 (approx. per word bound = -3.423, relative change = 8.411e-04) 
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## Completing Iteration 49 (approx. per word bound = -3.421, relative change = 7.436e-04) 
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## Completing Iteration 50 (approx. per word bound = -3.418, relative change = 7.754e-04) 
## Topic 1: ogaden, ethiopia, battl, armi, recent 
##  Topic 2: freedom, peopl, ogadeni, opposit, apr 
##  Topic 3: africa, ogadeni, peopl, somali, freedom 
##  Topic 4: ogaden, ethiopian, kill, soldier, -- 
##  Topic 5: rebel, claim, govern, ethiopia, forc 
## ..................................................................................................................
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## Completing Iteration 51 (approx. per word bound = -3.415, relative change = 9.848e-04) 
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## Completing Iteration 52 (approx. per word bound = -3.411, relative change = 9.491e-04) 
## ..................................................................................................................
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## Completing Iteration 53 (approx. per word bound = -3.409, relative change = 6.185e-04) 
## ..................................................................................................................
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## Completing Iteration 54 (approx. per word bound = -3.408, relative change = 3.902e-04) 
## ..................................................................................................................
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## Completing Iteration 55 (approx. per word bound = -3.407, relative change = 2.679e-04) 
## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, opposit, jun 
##  Topic 3: africa, ogadeni, peopl, somali, freedom 
##  Topic 4: ogaden, kill, ethiopian, soldier, -- 
##  Topic 5: rebel, claim, govern, ethiopia, forc 
## ..................................................................................................................
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## Completing Iteration 56 (approx. per word bound = -3.406, relative change = 2.029e-04) 
## ..................................................................................................................
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## Completing Iteration 57 (approx. per word bound = -3.406, relative change = 1.657e-04) 
## ..................................................................................................................
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## Completing Iteration 58 (approx. per word bound = -3.405, relative change = 1.449e-04) 
## ..................................................................................................................
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## Completing Iteration 59 (approx. per word bound = -3.405, relative change = 1.296e-04) 
## ..................................................................................................................
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## Completing Iteration 60 (approx. per word bound = -3.404, relative change = 1.190e-04) 
## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, jun, apr 
##  Topic 3: africa, ogadeni, somali, peopl, freedom 
##  Topic 4: ogaden, kill, soldier, ethiopian, -- 
##  Topic 5: rebel, claim, govern, ethiopia, forc 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 61 (approx. per word bound = -3.404, relative change = 1.100e-04) 
## ..................................................................................................................
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## Completing Iteration 62 (approx. per word bound = -3.404, relative change = 1.024e-04) 
## ..................................................................................................................
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## Completing Iteration 63 (approx. per word bound = -3.403, relative change = 9.603e-05) 
## ..................................................................................................................
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## Completing Iteration 64 (approx. per word bound = -3.403, relative change = 9.202e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 65 (approx. per word bound = -3.403, relative change = 9.184e-05) 
## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, jun, apr 
##  Topic 3: africa, ogadeni, somali, peopl, freedom 
##  Topic 4: ogaden, kill, soldier, ethiopian, -- 
##  Topic 5: rebel, claim, govern, ethiopia, group 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 66 (approx. per word bound = -3.402, relative change = 9.718e-05) 
## ..................................................................................................................
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## Completing Iteration 67 (approx. per word bound = -3.402, relative change = 1.090e-04) 
## ..................................................................................................................
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## Completing Iteration 68 (approx. per word bound = -3.402, relative change = 1.215e-04) 
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## Completing Iteration 69 (approx. per word bound = -3.401, relative change = 1.271e-04) 
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## Completing Iteration 70 (approx. per word bound = -3.401, relative change = 1.150e-04) 
## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, jun 
##  Topic 3: africa, ogadeni, somali, peopl, freedom 
##  Topic 4: ogaden, kill, soldier, ethiopian, -- 
##  Topic 5: rebel, claim, govern, ethiopia, group 
## ..................................................................................................................
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## Completing Iteration 71 (approx. per word bound = -3.401, relative change = 9.641e-05) 
## ..................................................................................................................
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## Completing Iteration 72 (approx. per word bound = -3.400, relative change = 8.386e-05) 
## ..................................................................................................................
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## Completing Iteration 73 (approx. per word bound = -3.400, relative change = 7.795e-05) 
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## Completing Iteration 74 (approx. per word bound = -3.400, relative change = 7.591e-05) 
## ..................................................................................................................
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## Completed M-Step. 
## Completing Iteration 75 (approx. per word bound = -3.399, relative change = 7.266e-05) 
## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
##  Topic 3: africa, ogadeni, somali, peopl, freedom 
##  Topic 4: ogaden, kill, soldier, ethiopian, -- 
##  Topic 5: rebel, claim, govern, ethiopia, group 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 76 (approx. per word bound = -3.399, relative change = 7.387e-05) 
## ..................................................................................................................
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## Completing Iteration 77 (approx. per word bound = -3.399, relative change = 7.455e-05) 
## ..................................................................................................................
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## Completing Iteration 78 (approx. per word bound = -3.399, relative change = 7.745e-05) 
## ..................................................................................................................
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## Completing Iteration 79 (approx. per word bound = -3.398, relative change = 8.169e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 80 (approx. per word bound = -3.398, relative change = 8.928e-05) 
## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: ogaden, kill, soldier, ethiopian, -- 
##  Topic 5: rebel, claim, govern, ethiopia, group 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 81 (approx. per word bound = -3.398, relative change = 1.008e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 82 (approx. per word bound = -3.397, relative change = 1.137e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 83 (approx. per word bound = -3.397, relative change = 1.243e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 84 (approx. per word bound = -3.396, relative change = 1.335e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 85 (approx. per word bound = -3.396, relative change = 1.454e-04) 
## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: ogaden, kill, ethiopian, soldier, -- 
##  Topic 5: rebel, claim, govern, ethiopia, group 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 86 (approx. per word bound = -3.395, relative change = 1.758e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 87 (approx. per word bound = -3.395, relative change = 2.295e-04) 
## ..................................................................................................................
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## Completing Iteration 88 (approx. per word bound = -3.394, relative change = 2.843e-04) 
## ..................................................................................................................
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## Completing Iteration 89 (approx. per word bound = -3.393, relative change = 3.238e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 90 (approx. per word bound = -3.391, relative change = 3.594e-04) 
## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: ogaden, kill, ethiopian, soldier, -- 
##  Topic 5: rebel, claim, govern, ethiopia, group 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 91 (approx. per word bound = -3.390, relative change = 3.918e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 92 (approx. per word bound = -3.389, relative change = 4.161e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 93 (approx. per word bound = -3.387, relative change = 4.141e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 94 (approx. per word bound = -3.386, relative change = 3.806e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 95 (approx. per word bound = -3.385, relative change = 3.316e-04) 
## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: ogaden, kill, ethiopian, soldier, africa 
##  Topic 5: rebel, claim, govern, ethiopia, group 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 96 (approx. per word bound = -3.384, relative change = 2.845e-04) 
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## Completed E-Step (0 seconds). 
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## Completing Iteration 97 (approx. per word bound = -3.383, relative change = 2.449e-04) 
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## Completed E-Step (0 seconds). 
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## Completing Iteration 98 (approx. per word bound = -3.382, relative change = 2.060e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 99 (approx. per word bound = -3.382, relative change = 1.694e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 100 (approx. per word bound = -3.381, relative change = 1.480e-04) 
## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: ogaden, kill, ethiopian, soldier, africa 
##  Topic 5: rebel, claim, govern, ethiopia, group 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 101 (approx. per word bound = -3.381, relative change = 1.447e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 102 (approx. per word bound = -3.380, relative change = 1.523e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 103 (approx. per word bound = -3.380, relative change = 1.633e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 104 (approx. per word bound = -3.379, relative change = 1.558e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 105 (approx. per word bound = -3.379, relative change = 1.353e-04) 
## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: ogaden, kill, ethiopian, soldier, africa 
##  Topic 5: rebel, claim, govern, ethiopia, group 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
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## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
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## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
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## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
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## Topic 1: ogaden, ethiopia, battl, recent, armi 
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## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
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## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
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## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
##  Topic 3: somali, africa, ogadeni, peopl, freedom 
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## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
##  Topic 3: somali, africa, ogadeni, peopl, freedom 
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## Completing Iteration 155 (approx. per word bound = -3.359, relative change = 5.800e-05) 
## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
##  Topic 3: somali, africa, ogadeni, peopl, freedom 
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## Completing Iteration 160 (approx. per word bound = -3.358, relative change = 8.820e-05) 
## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
##  Topic 3: somali, africa, ogadeni, peopl, freedom 
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## Completing Iteration 165 (approx. per word bound = -3.357, relative change = 2.638e-05) 
## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
##  Topic 3: somali, africa, ogadeni, peopl, freedom 
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## Completing Iteration 170 (approx. per word bound = -3.357, relative change = 2.432e-05) 
## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
##  Topic 3: somali, africa, ogadeni, peopl, freedom 
##  Topic 4: ogaden, kill, africa, soldier, ethiopian 
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## Completing Iteration 175 (approx. per word bound = -3.356, relative change = 2.232e-05) 
## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
##  Topic 3: somali, africa, ogadeni, peopl, freedom 
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## Completing Iteration 180 (approx. per word bound = -3.356, relative change = 2.120e-05) 
## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
##  Topic 3: somali, africa, ogadeni, peopl, freedom 
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## Completing Iteration 185 (approx. per word bound = -3.356, relative change = 2.002e-05) 
## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
##  Topic 3: somali, africa, ogadeni, peopl, freedom 
##  Topic 4: ogaden, africa, kill, soldier, ethiopian 
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## Completing Iteration 186 (approx. per word bound = -3.355, relative change = 2.029e-05) 
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## Completing Iteration 190 (approx. per word bound = -3.355, relative change = 2.004e-05) 
## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
##  Topic 3: somali, africa, ogadeni, peopl, freedom 
##  Topic 4: ogaden, africa, kill, soldier, ethiopian 
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## Completing Iteration 195 (approx. per word bound = -3.355, relative change = 2.126e-05) 
## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
##  Topic 3: somali, africa, ogadeni, peopl, freedom 
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## Completing Iteration 200 (approx. per word bound = -3.355, relative change = 1.850e-05) 
## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
##  Topic 3: somali, africa, ogadeni, peopl, freedom 
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##  Topic 5: rebel, claim, govern, ethiopia, group 
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## Completing Iteration 205 (approx. per word bound = -3.354, relative change = 1.727e-05) 
## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
##  Topic 3: somali, africa, ogadeni, peopl, freedom 
##  Topic 4: ogaden, africa, kill, soldier, ethiopian 
##  Topic 5: rebel, claim, govern, ethiopia, group 
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## Completing Iteration 206 (approx. per word bound = -3.354, relative change = 1.721e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 207 (approx. per word bound = -3.354, relative change = 1.762e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 208 (approx. per word bound = -3.354, relative change = 1.709e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 209 (approx. per word bound = -3.354, relative change = 1.726e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 210 (approx. per word bound = -3.354, relative change = 1.763e-05) 
## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
##  Topic 3: somali, africa, ogadeni, peopl, freedom 
##  Topic 4: ogaden, africa, kill, soldier, ethiopian 
##  Topic 5: rebel, claim, govern, ethiopia, group 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 211 (approx. per word bound = -3.354, relative change = 1.755e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 212 (approx. per word bound = -3.354, relative change = 1.776e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 213 (approx. per word bound = -3.354, relative change = 1.860e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 214 (approx. per word bound = -3.354, relative change = 1.886e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 215 (approx. per word bound = -3.354, relative change = 2.001e-05) 
## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
##  Topic 3: somali, africa, ogadeni, peopl, freedom 
##  Topic 4: africa, ogaden, kill, soldier, ethiopian 
##  Topic 5: rebel, claim, govern, ethiopia, group 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 216 (approx. per word bound = -3.354, relative change = 2.194e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 217 (approx. per word bound = -3.353, relative change = 2.502e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 218 (approx. per word bound = -3.353, relative change = 3.085e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 219 (approx. per word bound = -3.353, relative change = 4.048e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 220 (approx. per word bound = -3.353, relative change = 5.650e-05) 
## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
##  Topic 3: somali, africa, ogadeni, peopl, freedom 
##  Topic 4: africa, ogaden, kill, soldier, ethiopian 
##  Topic 5: rebel, claim, govern, ethiopia, group 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 221 (approx. per word bound = -3.353, relative change = 7.093e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 222 (approx. per word bound = -3.353, relative change = 8.059e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 223 (approx. per word bound = -3.352, relative change = 8.002e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 224 (approx. per word bound = -3.352, relative change = 6.244e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 225 (approx. per word bound = -3.352, relative change = 5.149e-05) 
## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
##  Topic 3: somali, africa, ogadeni, peopl, freedom 
##  Topic 4: africa, ogaden, kill, soldier, ethiopian 
##  Topic 5: rebel, claim, govern, ethiopia, group 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 226 (approx. per word bound = -3.352, relative change = 5.447e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 227 (approx. per word bound = -3.352, relative change = 5.586e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 228 (approx. per word bound = -3.351, relative change = 5.422e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 229 (approx. per word bound = -3.351, relative change = 4.806e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 230 (approx. per word bound = -3.351, relative change = 4.126e-05) 
## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
##  Topic 3: somali, africa, ogadeni, peopl, freedom 
##  Topic 4: africa, ogaden, kill, soldier, ethiopian 
##  Topic 5: rebel, claim, govern, ethiopia, group 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 231 (approx. per word bound = -3.351, relative change = 3.504e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 232 (approx. per word bound = -3.351, relative change = 3.083e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 233 (approx. per word bound = -3.351, relative change = 2.787e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 234 (approx. per word bound = -3.351, relative change = 2.839e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 235 (approx. per word bound = -3.351, relative change = 3.288e-05) 
## Topic 1: ogaden, ethiopia, battl, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
##  Topic 3: somali, africa, ogadeni, peopl, freedom 
##  Topic 4: africa, kill, ogaden, soldier, ethiopian 
##  Topic 5: rebel, claim, govern, ethiopia, group 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 236 (approx. per word bound = -3.350, relative change = 4.477e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 237 (approx. per word bound = -3.350, relative change = 6.041e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 238 (approx. per word bound = -3.350, relative change = 5.934e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 239 (approx. per word bound = -3.350, relative change = 3.461e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 240 (approx. per word bound = -3.350, relative change = 1.219e-05) 
## Topic 1: ogaden, battl, ethiopia, recent, armi 
##  Topic 2: freedom, peopl, ogadeni, apr, opposit 
##  Topic 3: somali, africa, ogadeni, peopl, freedom 
##  Topic 4: africa, kill, ogaden, soldier, ethiopian 
##  Topic 5: rebel, claim, govern, ethiopia, group 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ......
##   Recovering initialization...
##      ..
## Initialization complete.
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -3.978) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -3.769, relative change = 5.246e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -3.679, relative change = 2.389e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -3.617, relative change = 1.694e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -3.564, relative change = 1.465e-02) 
## Topic 1: peopl, ogadeni, aggreg, soldier, kill 
##  Topic 2: africa, --, success, battlefield, eritrean 
##  Topic 3: freedom, somali, ogadeni, ethiopian, ogaden 
##  Topic 4: rebel, govern, claim, kill, ogaden 
##  Topic 5: ethiopia, rebel, claim, victori, ogaden 
##  Topic 6: peopl, group, ethiopia, ogaden, kill 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -3.528, relative change = 1.012e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -3.501, relative change = 7.518e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -3.482, relative change = 5.584e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -3.466, relative change = 4.362e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -3.453, relative change = 3.784e-03) 
## Topic 1: peopl, ogadeni, aggreg, say, clash 
##  Topic 2: africa, --, success, battlefield, wound 
##  Topic 3: freedom, somali, ethiopian, ogadeni, forc 
##  Topic 4: rebel, ogaden, govern, claim, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: group, ogaden, ethiopia, kill, crime 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -3.441, relative change = 3.467e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -3.430, relative change = 3.212e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -3.420, relative change = 2.960e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -3.411, relative change = 2.696e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -3.404, relative change = 2.110e-03) 
## Topic 1: peopl, ogadeni, say, aggreg, oromo 
##  Topic 2: africa, --, success, battlefield, aggreg 
##  Topic 3: freedom, somali, ethiopian, ogadeni, sep 
##  Topic 4: rebel, ogaden, govern, claim, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, group, ogaden, kill, crime 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -3.398, relative change = 1.643e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -3.393, relative change = 1.426e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -3.389, relative change = 1.359e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -3.384, relative change = 1.385e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -3.379, relative change = 1.567e-03) 
## Topic 1: peopl, ogadeni, say, freedom, oromo 
##  Topic 2: africa, --, success, battlefield, aggreg 
##  Topic 3: freedom, somali, ogadeni, ethiopian, sep 
##  Topic 4: rebel, ogaden, govern, claim, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, group, kill, ogaden, soldier 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -3.374, relative change = 1.477e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -3.369, relative change = 1.223e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -3.366, relative change = 1.048e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -3.363, relative change = 9.279e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -3.360, relative change = 7.617e-04) 
## Topic 1: peopl, ogadeni, freedom, say, oromo 
##  Topic 2: africa, --, success, battlefield, aggreg 
##  Topic 3: freedom, somali, ogadeni, sep, battl 
##  Topic 4: rebel, ogaden, govern, claim, kill 
##  Topic 5: ethiopia, victori, rebel, claim, onlf 
##  Topic 6: polit, group, kill, soldier, ogaden 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -3.358, relative change = 6.812e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -3.356, relative change = 7.076e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -3.353, relative change = 7.027e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -3.351, relative change = 5.549e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -3.350, relative change = 5.513e-04) 
## Topic 1: peopl, ogadeni, freedom, say, oromo 
##  Topic 2: africa, --, success, battlefield, aggreg 
##  Topic 3: freedom, somali, ogadeni, sep, battl 
##  Topic 4: rebel, ogaden, govern, claim, kill 
##  Topic 5: ethiopia, victori, rebel, claim, onlf 
##  Topic 6: polit, group, kill, soldier, ogaden 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -3.348, relative change = 5.891e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -3.345, relative change = 6.524e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -3.343, relative change = 6.887e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -3.341, relative change = 6.656e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -3.339, relative change = 6.534e-04) 
## Topic 1: peopl, ogadeni, freedom, oromo, give 
##  Topic 2: africa, --, success, battlefield, aggreg 
##  Topic 3: somali, freedom, ogadeni, sep, battl 
##  Topic 4: rebel, ogaden, govern, claim, kill 
##  Topic 5: ethiopia, victori, rebel, claim, onlf 
##  Topic 6: polit, kill, soldier, group, ogaden 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -3.336, relative change = 6.749e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -3.334, relative change = 6.539e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -3.332, relative change = 6.131e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -3.330, relative change = 5.728e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -3.329, relative change = 5.313e-04) 
## Topic 1: peopl, ogadeni, freedom, oromo, give 
##  Topic 2: africa, --, success, battlefield, aggreg 
##  Topic 3: somali, freedom, ogadeni, africa, sep 
##  Topic 4: rebel, ogaden, govern, claim, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, kill, soldier, group, ogaden 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -3.327, relative change = 4.933e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -3.325, relative change = 4.599e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -3.324, relative change = 4.319e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -3.322, relative change = 4.227e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -3.321, relative change = 4.275e-04) 
## Topic 1: peopl, ogadeni, freedom, oromo, give 
##  Topic 2: africa, --, success, battlefield, ethiopian 
##  Topic 3: somali, freedom, africa, ogadeni, sep 
##  Topic 4: rebel, ogaden, govern, claim, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, kill, soldier, group, ogaden 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -3.320, relative change = 4.391e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -3.318, relative change = 4.392e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -3.317, relative change = 4.625e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -3.315, relative change = 4.850e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -3.314, relative change = 4.056e-04) 
## Topic 1: peopl, ogadeni, freedom, oromo, give 
##  Topic 2: africa, --, success, ethiopian, battlefield 
##  Topic 3: somali, africa, freedom, ogadeni, sep 
##  Topic 4: rebel, ogaden, govern, claim, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, kill, soldier, group, ogaden 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -3.313, relative change = 3.419e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -3.311, relative change = 3.167e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -3.310, relative change = 3.047e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -3.309, relative change = 3.004e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -3.308, relative change = 3.030e-04) 
## Topic 1: peopl, ogadeni, freedom, oromo, give 
##  Topic 2: africa, --, ethiopian, success, battlefield 
##  Topic 3: somali, africa, freedom, ogadeni, sep 
##  Topic 4: rebel, ogaden, govern, claim, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, kill, soldier, group, ogaden 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -3.307, relative change = 3.148e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 57 (approx. per word bound = -3.306, relative change = 3.380e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 58 (approx. per word bound = -3.305, relative change = 3.784e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 59 (approx. per word bound = -3.304, relative change = 4.397e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 60 (approx. per word bound = -3.302, relative change = 5.087e-04) 
## Topic 1: peopl, ogadeni, freedom, oromo, give 
##  Topic 2: africa, --, ethiopian, success, battlefield 
##  Topic 3: somali, africa, freedom, ogadeni, sep 
##  Topic 4: rebel, ogaden, govern, claim, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, kill, soldier, group, ogaden 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 61 (approx. per word bound = -3.300, relative change = 5.409e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 62 (approx. per word bound = -3.298, relative change = 5.014e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 63 (approx. per word bound = -3.297, relative change = 4.249e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 64 (approx. per word bound = -3.296, relative change = 3.603e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 65 (approx. per word bound = -3.295, relative change = 3.197e-04) 
## Topic 1: peopl, freedom, ogadeni, oromo, give 
##  Topic 2: africa, --, ethiopian, success, battlefield 
##  Topic 3: somali, africa, ogadeni, freedom, sep 
##  Topic 4: rebel, ogaden, govern, claim, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, kill, soldier, group, africa 
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## Completing Iteration 66 (approx. per word bound = -3.294, relative change = 2.967e-04) 
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## Completing Iteration 70 (approx. per word bound = -3.290, relative change = 3.125e-04) 
## Topic 1: peopl, freedom, ogadeni, oromo, give 
##  Topic 2: africa, --, ethiopian, success, battlefield 
##  Topic 3: somali, africa, ogadeni, freedom, sep 
##  Topic 4: rebel, ogaden, govern, claim, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
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## Completing Iteration 71 (approx. per word bound = -3.289, relative change = 2.843e-04) 
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## Completing Iteration 75 (approx. per word bound = -3.286, relative change = 2.153e-04) 
## Topic 1: peopl, freedom, ogadeni, oromo, give 
##  Topic 2: africa, --, ethiopian, success, battlefield 
##  Topic 3: somali, africa, ogadeni, freedom, sep 
##  Topic 4: rebel, ogaden, govern, claim, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, kill, soldier, group, africa 
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## Completing Iteration 80 (approx. per word bound = -3.283, relative change = 1.660e-04) 
## Topic 1: peopl, freedom, ogadeni, oromo, give 
##  Topic 2: africa, --, ethiopian, success, battlefield 
##  Topic 3: somali, africa, ogadeni, freedom, peopl 
##  Topic 4: rebel, ogaden, govern, claim, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
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## Completing Iteration 81 (approx. per word bound = -3.282, relative change = 1.598e-04) 
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## Completing Iteration 85 (approx. per word bound = -3.280, relative change = 2.093e-04) 
## Topic 1: peopl, freedom, ogadeni, oromo, give 
##  Topic 2: africa, --, ethiopian, success, battlefield 
##  Topic 3: somali, africa, ogadeni, freedom, peopl 
##  Topic 4: rebel, ogaden, govern, claim, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
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## Completing Iteration 90 (approx. per word bound = -3.278, relative change = 1.194e-04) 
## Topic 1: freedom, peopl, ogadeni, oromo, give 
##  Topic 2: africa, --, ethiopian, success, forc 
##  Topic 3: somali, africa, ogadeni, freedom, peopl 
##  Topic 4: rebel, ogaden, govern, claim, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
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## Completing Iteration 91 (approx. per word bound = -3.277, relative change = 1.176e-04) 
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## Completing Iteration 95 (approx. per word bound = -3.276, relative change = 1.370e-04) 
## Topic 1: freedom, peopl, ogadeni, oromo, give 
##  Topic 2: africa, --, ethiopian, success, forc 
##  Topic 3: somali, africa, ogadeni, freedom, peopl 
##  Topic 4: rebel, ogaden, govern, claim, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, kill, africa, soldier, group 
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## Completing Iteration 96 (approx. per word bound = -3.275, relative change = 1.162e-04) 
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## Completing Iteration 100 (approx. per word bound = -3.274, relative change = 1.592e-04) 
## Topic 1: freedom, peopl, ogadeni, oromo, give 
##  Topic 2: africa, --, ethiopian, success, forc 
##  Topic 3: somali, africa, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, govern, claim, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, kill, africa, soldier, group 
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## Completing Iteration 101 (approx. per word bound = -3.273, relative change = 1.218e-04) 
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## Completing Iteration 105 (approx. per word bound = -3.272, relative change = 6.701e-05) 
## Topic 1: freedom, peopl, ogadeni, oromo, give 
##  Topic 2: africa, --, ethiopian, success, forc 
##  Topic 3: somali, africa, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, govern, claim, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, kill, africa, group, soldier 
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## Completing Iteration 106 (approx. per word bound = -3.272, relative change = 6.512e-05) 
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## Completing Iteration 108 (approx. per word bound = -3.272, relative change = 6.181e-05) 
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## Completing Iteration 109 (approx. per word bound = -3.271, relative change = 5.998e-05) 
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## Completing Iteration 110 (approx. per word bound = -3.271, relative change = 5.985e-05) 
## Topic 1: freedom, peopl, ogadeni, oromo, give 
##  Topic 2: africa, --, ethiopian, success, forc 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, govern, claim, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, africa, kill, group, soldier 
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## Completing Iteration 111 (approx. per word bound = -3.271, relative change = 6.061e-05) 
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## Completing Iteration 112 (approx. per word bound = -3.271, relative change = 6.666e-05) 
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## Completing Iteration 113 (approx. per word bound = -3.271, relative change = 8.699e-05) 
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## Completing Iteration 114 (approx. per word bound = -3.270, relative change = 1.533e-04) 
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## Completing Iteration 115 (approx. per word bound = -3.269, relative change = 4.307e-04) 
## Topic 1: freedom, peopl, ogadeni, oromo, give 
##  Topic 2: africa, --, ethiopian, success, forc 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, govern, claim, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, africa, kill, group, soldier 
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## Completing Iteration 116 (approx. per word bound = -3.267, relative change = 4.548e-04) 
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## Completing Iteration 117 (approx. per word bound = -3.267, relative change = 8.549e-05) 
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## Completing Iteration 118 (approx. per word bound = -3.267, relative change = 6.514e-05) 
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## Completing Iteration 119 (approx. per word bound = -3.266, relative change = 6.007e-05) 
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## Completing Iteration 120 (approx. per word bound = -3.266, relative change = 5.892e-05) 
## Topic 1: freedom, peopl, ogadeni, oromo, give 
##  Topic 2: africa, --, ethiopian, ogaden, success 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, govern, claim, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, africa, kill, group, soldier 
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## Completing Iteration 121 (approx. per word bound = -3.266, relative change = 5.644e-05) 
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## Completing Iteration 122 (approx. per word bound = -3.266, relative change = 5.535e-05) 
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## Completing Iteration 123 (approx. per word bound = -3.266, relative change = 5.408e-05) 
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## Completing Iteration 124 (approx. per word bound = -3.266, relative change = 5.283e-05) 
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## Completing Iteration 125 (approx. per word bound = -3.265, relative change = 5.190e-05) 
## Topic 1: freedom, peopl, ogadeni, oromo, give 
##  Topic 2: africa, --, ethiopian, ogaden, success 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, govern, claim, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, africa, kill, group, soldier 
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## Completing Iteration 126 (approx. per word bound = -3.265, relative change = 5.092e-05) 
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## Completing Iteration 127 (approx. per word bound = -3.265, relative change = 5.020e-05) 
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## Completing Iteration 128 (approx. per word bound = -3.265, relative change = 4.922e-05) 
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## Completing Iteration 129 (approx. per word bound = -3.265, relative change = 4.828e-05) 
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## Completing Iteration 130 (approx. per word bound = -3.265, relative change = 4.773e-05) 
## Topic 1: freedom, peopl, ogadeni, oromo, give 
##  Topic 2: africa, --, ethiopian, ogaden, success 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, govern, claim, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, africa, kill, group, soldier 
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## Completing Iteration 131 (approx. per word bound = -3.264, relative change = 4.671e-05) 
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## Completing Iteration 132 (approx. per word bound = -3.264, relative change = 4.591e-05) 
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## Completing Iteration 133 (approx. per word bound = -3.264, relative change = 4.578e-05) 
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## Completing Iteration 134 (approx. per word bound = -3.264, relative change = 4.489e-05) 
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## Completing Iteration 135 (approx. per word bound = -3.264, relative change = 4.471e-05) 
## Topic 1: freedom, peopl, ogadeni, oromo, give 
##  Topic 2: africa, --, ethiopian, ogaden, success 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, govern, claim, kill 
##  Topic 5: ethiopia, victori, rebel, claim, onlf 
##  Topic 6: polit, africa, kill, group, soldier 
## ..................................................................................................................
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## Completing Iteration 136 (approx. per word bound = -3.264, relative change = 4.432e-05) 
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## Completing Iteration 137 (approx. per word bound = -3.264, relative change = 4.446e-05) 
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## Completing Iteration 138 (approx. per word bound = -3.263, relative change = 4.455e-05) 
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## Completing Iteration 139 (approx. per word bound = -3.263, relative change = 4.533e-05) 
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## Completing Iteration 140 (approx. per word bound = -3.263, relative change = 4.594e-05) 
## Topic 1: freedom, peopl, ogadeni, oromo, give 
##  Topic 2: africa, --, ethiopian, ogaden, success 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, govern, claim, kill 
##  Topic 5: ethiopia, victori, rebel, claim, onlf 
##  Topic 6: polit, africa, kill, group, soldier 
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## Completing Iteration 141 (approx. per word bound = -3.263, relative change = 4.797e-05) 
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## Completing Iteration 142 (approx. per word bound = -3.263, relative change = 5.052e-05) 
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## Completing Iteration 143 (approx. per word bound = -3.263, relative change = 5.484e-05) 
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## Completing Iteration 144 (approx. per word bound = -3.262, relative change = 6.143e-05) 
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## Completing Iteration 145 (approx. per word bound = -3.262, relative change = 7.215e-05) 
## Topic 1: freedom, peopl, ogadeni, oromo, give 
##  Topic 2: africa, --, ethiopian, ogaden, success 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, govern, claim, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
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## Completing Iteration 146 (approx. per word bound = -3.262, relative change = 8.867e-05) 
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## Completing Iteration 147 (approx. per word bound = -3.262, relative change = 1.085e-04) 
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## Completing Iteration 148 (approx. per word bound = -3.261, relative change = 1.207e-04) 
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## Completing Iteration 149 (approx. per word bound = -3.261, relative change = 1.209e-04) 
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## Completing Iteration 150 (approx. per word bound = -3.260, relative change = 1.048e-04) 
## Topic 1: freedom, peopl, ogadeni, oromo, give 
##  Topic 2: africa, --, ethiopian, ogaden, success 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, govern, claim, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, africa, kill, group, soldier 
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## Completing Iteration 151 (approx. per word bound = -3.260, relative change = 7.930e-05) 
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## Completing Iteration 152 (approx. per word bound = -3.260, relative change = 5.816e-05) 
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## Completing Iteration 153 (approx. per word bound = -3.260, relative change = 4.543e-05) 
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## Completing Iteration 154 (approx. per word bound = -3.260, relative change = 3.868e-05) 
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## Completing Iteration 155 (approx. per word bound = -3.260, relative change = 3.534e-05) 
## Topic 1: freedom, peopl, ogadeni, oromo, give 
##  Topic 2: africa, --, ethiopian, ogaden, success 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, africa, kill, group, soldier 
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## Completed E-Step (0 seconds). 
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## Completing Iteration 156 (approx. per word bound = -3.259, relative change = 3.286e-05) 
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## Completing Iteration 157 (approx. per word bound = -3.259, relative change = 3.192e-05) 
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## Completing Iteration 158 (approx. per word bound = -3.259, relative change = 3.044e-05) 
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## Completing Iteration 159 (approx. per word bound = -3.259, relative change = 3.093e-05) 
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## Completing Iteration 160 (approx. per word bound = -3.259, relative change = 2.997e-05) 
## Topic 1: freedom, peopl, ogadeni, oromo, give 
##  Topic 2: africa, --, ethiopian, ogaden, success 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, africa, kill, group, soldier 
## ..................................................................................................................
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## Topic 1: freedom, peopl, ogadeni, oromo, give 
##  Topic 2: africa, --, ethiopian, ogaden, success 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
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## Topic 1: freedom, peopl, ogadeni, oromo, give 
##  Topic 2: africa, --, ethiopian, ogaden, success 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
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## Topic 1: freedom, peopl, ogadeni, oromo, give 
##  Topic 2: africa, --, ethiopian, ogaden, success 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
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## Topic 1: freedom, peopl, ogadeni, oromo, give 
##  Topic 2: africa, --, ethiopian, ogaden, success 
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## Topic 1: freedom, peopl, ogadeni, oromo, give 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
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## Topic 1: freedom, peopl, ogadeni, oromo, give 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, claim, govern, kill 
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## Topic 1: freedom, peopl, ogadeni, oromo, give 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
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## Topic 1: freedom, peopl, ogadeni, oromo, give 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, claim, govern, kill 
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## Topic 1: freedom, peopl, ogadeni, oromo, give 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
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## Topic 1: freedom, peopl, ogadeni, oromo, aggreg 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
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## Completing Iteration 215 (approx. per word bound = -3.252, relative change = 1.154e-04) 
## Topic 1: freedom, peopl, ogadeni, oromo, aggreg 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
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## Completing Iteration 220 (approx. per word bound = -3.251, relative change = 2.051e-05) 
## Topic 1: freedom, peopl, ogadeni, oromo, aggreg 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
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## Topic 1: freedom, peopl, ogadeni, oromo, aggreg 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
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## Completing Iteration 230 (approx. per word bound = -3.251, relative change = 2.335e-05) 
## Topic 1: freedom, peopl, ogadeni, oromo, aggreg 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
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## Completing Iteration 235 (approx. per word bound = -3.250, relative change = 2.158e-05) 
## Topic 1: freedom, peopl, ogadeni, oromo, aggreg 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
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## Completing Iteration 236 (approx. per word bound = -3.250, relative change = 2.057e-05) 
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## Completing Iteration 237 (approx. per word bound = -3.250, relative change = 1.963e-05) 
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## Completing Iteration 240 (approx. per word bound = -3.250, relative change = 1.779e-05) 
## Topic 1: freedom, peopl, ogadeni, oromo, aggreg 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
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## Topic 1: freedom, peopl, ogadeni, oromo, aggreg 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
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## Completing Iteration 250 (approx. per word bound = -3.250, relative change = 1.601e-05) 
## Topic 1: freedom, peopl, ogadeni, oromo, aggreg 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
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## Completing Iteration 255 (approx. per word bound = -3.249, relative change = 1.487e-05) 
## Topic 1: freedom, peopl, ogadeni, oromo, aggreg 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
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## Completed E-Step (0 seconds). 
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## Completing Iteration 258 (approx. per word bound = -3.249, relative change = 1.396e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 259 (approx. per word bound = -3.249, relative change = 1.479e-05) 
## ..................................................................................................................
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## Completed M-Step. 
## Completing Iteration 260 (approx. per word bound = -3.249, relative change = 1.438e-05) 
## Topic 1: freedom, peopl, ogadeni, oromo, aggreg 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, africa, kill, group, soldier 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 261 (approx. per word bound = -3.249, relative change = 1.426e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 262 (approx. per word bound = -3.249, relative change = 1.408e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 263 (approx. per word bound = -3.249, relative change = 1.368e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 264 (approx. per word bound = -3.249, relative change = 1.335e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 265 (approx. per word bound = -3.249, relative change = 1.340e-05) 
## Topic 1: freedom, peopl, ogadeni, oromo, aggreg 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, africa, kill, group, soldier 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 266 (approx. per word bound = -3.249, relative change = 1.324e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 267 (approx. per word bound = -3.249, relative change = 1.239e-05) 
## ..................................................................................................................
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## Completed M-Step. 
## Completing Iteration 268 (approx. per word bound = -3.249, relative change = 1.323e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 269 (approx. per word bound = -3.249, relative change = 1.295e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 270 (approx. per word bound = -3.249, relative change = 1.244e-05) 
## Topic 1: freedom, peopl, ogadeni, oromo, aggreg 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, africa, kill, group, soldier 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 271 (approx. per word bound = -3.249, relative change = 1.208e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 272 (approx. per word bound = -3.249, relative change = 1.176e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 273 (approx. per word bound = -3.249, relative change = 1.268e-05) 
## ..................................................................................................................
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## Completed M-Step. 
## Completing Iteration 274 (approx. per word bound = -3.249, relative change = 1.198e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 275 (approx. per word bound = -3.249, relative change = 1.230e-05) 
## Topic 1: freedom, peopl, ogadeni, oromo, aggreg 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, africa, kill, group, soldier 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 276 (approx. per word bound = -3.248, relative change = 1.226e-05) 
## ..................................................................................................................
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## Completing Iteration 277 (approx. per word bound = -3.248, relative change = 1.174e-05) 
## ..................................................................................................................
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## Completing Iteration 278 (approx. per word bound = -3.248, relative change = 1.131e-05) 
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## Completing Iteration 279 (approx. per word bound = -3.248, relative change = 1.166e-05) 
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## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 280 (approx. per word bound = -3.248, relative change = 1.157e-05) 
## Topic 1: freedom, peopl, ogadeni, oromo, aggreg 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, freedom 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, africa, kill, group, soldier 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 281 (approx. per word bound = -3.248, relative change = 1.189e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 282 (approx. per word bound = -3.248, relative change = 1.097e-05) 
## ..................................................................................................................
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## Completing Iteration 283 (approx. per word bound = -3.248, relative change = 1.231e-05) 
## ..................................................................................................................
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## Completing Iteration 284 (approx. per word bound = -3.248, relative change = 1.218e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 285 (approx. per word bound = -3.248, relative change = 1.248e-05) 
## Topic 1: freedom, peopl, ogadeni, oromo, aggreg 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, jun 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, africa, kill, group, soldier 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 286 (approx. per word bound = -3.248, relative change = 1.282e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 287 (approx. per word bound = -3.248, relative change = 1.407e-05) 
## ..................................................................................................................
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## Completing Iteration 288 (approx. per word bound = -3.248, relative change = 1.535e-05) 
## ..................................................................................................................
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## Completing Iteration 289 (approx. per word bound = -3.248, relative change = 1.626e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 290 (approx. per word bound = -3.248, relative change = 1.779e-05) 
## Topic 1: freedom, peopl, ogadeni, oromo, aggreg 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, jun 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, africa, kill, group, soldier 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 291 (approx. per word bound = -3.248, relative change = 1.808e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 292 (approx. per word bound = -3.248, relative change = 1.736e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 293 (approx. per word bound = -3.248, relative change = 1.590e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 294 (approx. per word bound = -3.248, relative change = 1.554e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 295 (approx. per word bound = -3.248, relative change = 1.564e-05) 
## Topic 1: freedom, peopl, ogadeni, aggreg, oromo 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, jun 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, africa, kill, group, soldier 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 296 (approx. per word bound = -3.248, relative change = 1.772e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 297 (approx. per word bound = -3.247, relative change = 2.087e-05) 
## ..................................................................................................................
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## Completing Iteration 298 (approx. per word bound = -3.247, relative change = 2.549e-05) 
## ..................................................................................................................
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## Completed M-Step. 
## Completing Iteration 299 (approx. per word bound = -3.247, relative change = 3.223e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 300 (approx. per word bound = -3.247, relative change = 4.099e-05) 
## Topic 1: freedom, peopl, ogadeni, aggreg, oromo 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, jun 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, africa, kill, group, soldier 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 301 (approx. per word bound = -3.247, relative change = 4.696e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 302 (approx. per word bound = -3.247, relative change = 4.509e-05) 
## ..................................................................................................................
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## Completed M-Step. 
## Completing Iteration 303 (approx. per word bound = -3.247, relative change = 4.318e-05) 
## ..................................................................................................................
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## Completed M-Step. 
## Completing Iteration 304 (approx. per word bound = -3.247, relative change = 4.823e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 305 (approx. per word bound = -3.246, relative change = 6.173e-05) 
## Topic 1: freedom, peopl, ogadeni, aggreg, oromo 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, jun 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, africa, kill, group, soldier 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 306 (approx. per word bound = -3.246, relative change = 6.670e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 307 (approx. per word bound = -3.246, relative change = 6.142e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 308 (approx. per word bound = -3.246, relative change = 4.411e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 309 (approx. per word bound = -3.246, relative change = 3.152e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 310 (approx. per word bound = -3.246, relative change = 2.658e-05) 
## Topic 1: freedom, peopl, ogadeni, aggreg, give 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, jun 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, africa, kill, group, soldier 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 311 (approx. per word bound = -3.246, relative change = 2.623e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 312 (approx. per word bound = -3.245, relative change = 2.585e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 313 (approx. per word bound = -3.245, relative change = 2.494e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 314 (approx. per word bound = -3.245, relative change = 2.554e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 315 (approx. per word bound = -3.245, relative change = 2.454e-05) 
## Topic 1: freedom, peopl, ogadeni, aggreg, give 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, jun 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, africa, kill, group, soldier 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 316 (approx. per word bound = -3.245, relative change = 2.326e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 317 (approx. per word bound = -3.245, relative change = 2.360e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 318 (approx. per word bound = -3.245, relative change = 2.225e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 319 (approx. per word bound = -3.245, relative change = 2.221e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 320 (approx. per word bound = -3.245, relative change = 2.049e-05) 
## Topic 1: freedom, peopl, ogadeni, aggreg, give 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, jun 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, africa, kill, group, soldier 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 321 (approx. per word bound = -3.245, relative change = 2.065e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 322 (approx. per word bound = -3.245, relative change = 1.933e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 323 (approx. per word bound = -3.245, relative change = 1.936e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 324 (approx. per word bound = -3.245, relative change = 1.867e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 325 (approx. per word bound = -3.245, relative change = 1.798e-05) 
## Topic 1: freedom, peopl, ogadeni, aggreg, give 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, jun 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, africa, kill, group, soldier 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 326 (approx. per word bound = -3.244, relative change = 1.685e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 327 (approx. per word bound = -3.244, relative change = 1.648e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 328 (approx. per word bound = -3.244, relative change = 1.601e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 329 (approx. per word bound = -3.244, relative change = 1.403e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 330 (approx. per word bound = -3.244, relative change = 1.467e-05) 
## Topic 1: freedom, peopl, ogadeni, aggreg, give 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, jun 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, africa, kill, group, soldier 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 331 (approx. per word bound = -3.244, relative change = 1.381e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 332 (approx. per word bound = -3.244, relative change = 1.202e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 333 (approx. per word bound = -3.244, relative change = 1.251e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 334 (approx. per word bound = -3.244, relative change = 1.162e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 335 (approx. per word bound = -3.244, relative change = 1.087e-05) 
## Topic 1: freedom, peopl, ogadeni, aggreg, give 
##  Topic 2: africa, --, ethiopian, rebel, ogaden 
##  Topic 3: africa, somali, ogadeni, peopl, jun 
##  Topic 4: rebel, ogaden, claim, govern, kill 
##  Topic 5: victori, ethiopia, rebel, claim, onlf 
##  Topic 6: polit, africa, kill, group, soldier 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      .......
##   Recovering initialization...
##      ..
## Initialization complete.
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.263) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -3.850, relative change = 9.680e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -3.714, relative change = 3.538e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -3.648, relative change = 1.776e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -3.606, relative change = 1.162e-02) 
## Topic 1: ethiopia, group, battl, opposit, liber 
##  Topic 2: freedom, govern, rebel, sep, success 
##  Topic 3: ogaden, ethiopian, kill, forc, -- 
##  Topic 4: africa, claim, ethiopia, battlefield, group 
##  Topic 5: troop, militari, communiqu, onlf, aggreg 
##  Topic 6: peopl, rebel, somali, inflict, militarycommuniqu 
##  Topic 7: ogadeni, somali, soldier, victori, kill 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -3.571, relative change = 9.743e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -3.545, relative change = 7.075e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -3.530, relative change = 4.266e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -3.520, relative change = 2.785e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -3.513, relative change = 2.172e-03) 
## Topic 1: ethiopia, group, battl, front, opposit 
##  Topic 2: freedom, govern, rebel, sep, success 
##  Topic 3: ogaden, ethiopian, kill, forc, -- 
##  Topic 4: africa, claim, ethiopia, battlefield, group 
##  Topic 5: troop, onlf, militari, communiqu, aggreg 
##  Topic 6: peopl, rebel, somali, coloni, oromo 
##  Topic 7: ogadeni, somali, soldier, victori, kill 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -3.506, relative change = 1.945e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -3.500, relative change = 1.812e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -3.493, relative change = 1.869e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -3.486, relative change = 2.072e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -3.479, relative change = 2.047e-03) 
## Topic 1: ethiopia, group, battl, front, opposit 
##  Topic 2: freedom, govern, rebel, sep, success 
##  Topic 3: ogaden, ethiopian, kill, forc, -- 
##  Topic 4: africa, claim, ethiopia, battlefield, middl 
##  Topic 5: troop, onlf, militari, ethiopia, communiqu 
##  Topic 6: peopl, somali, rebel, loyalist, coloni 
##  Topic 7: ogadeni, somali, soldier, victori, jun 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -3.472, relative change = 1.903e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -3.465, relative change = 1.873e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -3.459, relative change = 1.957e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -3.452, relative change = 2.026e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -3.445, relative change = 1.966e-03) 
## Topic 1: ethiopia, group, battl, front, victori 
##  Topic 2: freedom, govern, rebel, sep, success 
##  Topic 3: ogaden, ethiopian, rebel, kill, forc 
##  Topic 4: africa, claim, battlefield, ethiopia, middl 
##  Topic 5: troop, onlf, militari, ethiopia, victori 
##  Topic 6: peopl, somali, rebel, loyalist, coloni 
##  Topic 7: ogadeni, somali, jun, soldier, freedom 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -3.439, relative change = 1.770e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -3.434, relative change = 1.522e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -3.429, relative change = 1.296e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -3.425, relative change = 1.123e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -3.422, relative change = 1.006e-03) 
## Topic 1: ethiopia, group, battl, victori, soldier 
##  Topic 2: freedom, govern, sep, rebel, ethiomedia 
##  Topic 3: ogaden, rebel, ethiopian, kill, forc 
##  Topic 4: africa, claim, battlefield, ethiopia, middl 
##  Topic 5: troop, onlf, militari, ethiopia, victori 
##  Topic 6: peopl, somali, rebel, loyalist, coloni 
##  Topic 7: ogadeni, somali, freedom, jun, apr 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -3.419, relative change = 9.300e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -3.416, relative change = 8.887e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -3.413, relative change = 8.810e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -3.410, relative change = 8.965e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -3.406, relative change = 9.102e-04) 
## Topic 1: ethiopia, group, battl, victori, soldier 
##  Topic 2: freedom, govern, sep, rebel, ethiomedia 
##  Topic 3: rebel, ogaden, ethiopian, kill, forc 
##  Topic 4: africa, claim, battlefield, ethiopia, middl 
##  Topic 5: troop, onlf, ethiopia, militari, victori 
##  Topic 6: peopl, somali, loyalist, coloni, rebel 
##  Topic 7: ogadeni, somali, freedom, jun, apr 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -3.403, relative change = 8.972e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -3.400, relative change = 8.456e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -3.398, relative change = 7.638e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -3.396, relative change = 6.783e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -3.394, relative change = 6.073e-04) 
## Topic 1: ethiopia, group, battl, victori, soldier 
##  Topic 2: freedom, govern, sep, rebel, ethiomedia 
##  Topic 3: rebel, ogaden, ethiopian, kill, soldier 
##  Topic 4: africa, claim, ethiopia, battlefield, middl 
##  Topic 5: troop, ethiopia, onlf, militari, victori 
##  Topic 6: peopl, somali, loyalist, coloni, rebel 
##  Topic 7: ogadeni, somali, freedom, jun, apr 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -3.392, relative change = 5.534e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -3.390, relative change = 5.431e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -3.388, relative change = 4.871e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -3.387, relative change = 4.323e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -3.385, relative change = 3.827e-04) 
## Topic 1: group, ethiopia, battl, soldier, victori 
##  Topic 2: freedom, sep, govern, rebel, somali 
##  Topic 3: rebel, ogaden, ethiopian, kill, govern 
##  Topic 4: africa, claim, arab, middl, politica 
##  Topic 5: ethiopia, troop, onlf, militari, claim 
##  Topic 6: peopl, somali, loyalist, coloni, kismaayo 
##  Topic 7: ogadeni, somali, freedom, jun, apr 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -3.384, relative change = 3.524e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -3.383, relative change = 3.360e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -3.382, relative change = 3.251e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -3.381, relative change = 3.164e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -3.380, relative change = 3.094e-04) 
## Topic 1: group, ethiopia, battl, soldier, kill 
##  Topic 2: freedom, sep, govern, rebel, somali 
##  Topic 3: rebel, ogaden, ethiopian, govern, kill 
##  Topic 4: africa, claim, arab, middl, politica 
##  Topic 5: ethiopia, troop, onlf, militari, victori 
##  Topic 6: peopl, somali, loyalist, coloni, kismaayo 
##  Topic 7: ogadeni, somali, freedom, jun, apr 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -3.379, relative change = 3.060e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -3.378, relative change = 3.024e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -3.377, relative change = 2.861e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -3.376, relative change = 2.603e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -3.375, relative change = 2.420e-04) 
## Topic 1: group, ethiopia, kill, claim, battl 
##  Topic 2: freedom, sep, govern, somali, rebel 
##  Topic 3: rebel, ogaden, govern, ethiopian, kill 
##  Topic 4: africa, claim, bulletin, arab, middl 
##  Topic 5: ethiopia, troop, onlf, victori, militari 
##  Topic 6: peopl, somali, loyalist, coloni, kismaayo 
##  Topic 7: ogadeni, somali, freedom, jun, apr 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -3.374, relative change = 2.303e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -3.374, relative change = 2.238e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -3.373, relative change = 2.181e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -3.372, relative change = 2.128e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -3.371, relative change = 2.079e-04) 
## Topic 1: group, kill, ethiopia, soldier, claim 
##  Topic 2: freedom, sep, govern, somali, ethiomedia 
##  Topic 3: rebel, ogaden, govern, ethiopian, forc 
##  Topic 4: africa, claim, bulletin, polit, loyalist 
##  Topic 5: ethiopia, victori, troop, onlf, militari 
##  Topic 6: peopl, somali, loyalist, coloni, kismaayo 
##  Topic 7: ogadeni, somali, freedom, jun, apr 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -3.371, relative change = 2.046e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 57 (approx. per word bound = -3.370, relative change = 2.032e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 58 (approx. per word bound = -3.369, relative change = 2.056e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 59 (approx. per word bound = -3.369, relative change = 2.123e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 60 (approx. per word bound = -3.368, relative change = 2.274e-04) 
## Topic 1: kill, group, soldier, ethiopia, claim 
##  Topic 2: freedom, sep, somali, govern, ethiomedia 
##  Topic 3: rebel, ogaden, govern, ethiopian, claim 
##  Topic 4: africa, claim, polit, loyalist, bulletin 
##  Topic 5: ethiopia, victori, troop, onlf, militari 
##  Topic 6: peopl, somali, loyalist, coloni, kismaayo 
##  Topic 7: ogadeni, somali, freedom, jun, apr 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 61 (approx. per word bound = -3.367, relative change = 2.483e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 62 (approx. per word bound = -3.366, relative change = 2.780e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 63 (approx. per word bound = -3.365, relative change = 3.113e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 64 (approx. per word bound = -3.364, relative change = 3.430e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 65 (approx. per word bound = -3.363, relative change = 3.693e-04) 
## Topic 1: kill, group, soldier, battl, ethiopia 
##  Topic 2: freedom, sep, somali, govern, opposit 
##  Topic 3: rebel, ogaden, govern, ethiopian, claim 
##  Topic 4: africa, polit, claim, loyalist, bulletin 
##  Topic 5: ethiopia, victori, troop, onlf, militari 
##  Topic 6: peopl, somali, coloni, loyalist, kismaayo 
##  Topic 7: ogadeni, somali, freedom, jun, apr 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 66 (approx. per word bound = -3.361, relative change = 3.860e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 67 (approx. per word bound = -3.360, relative change = 3.842e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 68 (approx. per word bound = -3.359, relative change = 3.705e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 69 (approx. per word bound = -3.358, relative change = 3.605e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 70 (approx. per word bound = -3.356, relative change = 3.536e-04) 
## Topic 1: kill, soldier, group, battl, claim 
##  Topic 2: freedom, sep, somali, opposit, govern 
##  Topic 3: rebel, ogaden, govern, ethiopian, claim 
##  Topic 4: africa, polit, claim, bulletin, loyalist 
##  Topic 5: ethiopia, victori, troop, onlf, militari 
##  Topic 6: peopl, somali, coloni, kismaayo, loyalist 
##  Topic 7: ogadeni, somali, freedom, jun, apr 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 71 (approx. per word bound = -3.355, relative change = 3.461e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 72 (approx. per word bound = -3.354, relative change = 3.432e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 73 (approx. per word bound = -3.353, relative change = 3.508e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 74 (approx. per word bound = -3.352, relative change = 3.713e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 75 (approx. per word bound = -3.350, relative change = 4.079e-04) 
## Topic 1: kill, soldier, group, battl, rebel 
##  Topic 2: freedom, sep, somali, opposit, ethiomedia 
##  Topic 3: rebel, ogaden, ethiopian, claim, govern 
##  Topic 4: africa, polit, bulletin, claim, arab 
##  Topic 5: ethiopia, victori, troop, onlf, militari 
##  Topic 6: peopl, somali, coloni, kismaayo, freedom 
##  Topic 7: ogadeni, somali, freedom, jun, apr 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 76 (approx. per word bound = -3.349, relative change = 4.681e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 77 (approx. per word bound = -3.347, relative change = 5.383e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 78 (approx. per word bound = -3.345, relative change = 5.678e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 79 (approx. per word bound = -3.343, relative change = 5.038e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 80 (approx. per word bound = -3.342, relative change = 3.775e-04) 
## Topic 1: kill, soldier, group, govern, rebel 
##  Topic 2: freedom, sep, somali, opposit, ethiomedia 
##  Topic 3: rebel, ogaden, ethiopian, claim, govern 
##  Topic 4: africa, polit, bulletin, arab, middl 
##  Topic 5: ethiopia, victori, troop, onlf, militari 
##  Topic 6: peopl, somali, coloni, kismaayo, freedom 
##  Topic 7: ogadeni, somali, freedom, jun, apr 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 81 (approx. per word bound = -3.341, relative change = 3.155e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 82 (approx. per word bound = -3.340, relative change = 2.879e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ........
##   Recovering initialization...
##      ..
## Initialization complete.
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.355) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -3.876, relative change = 1.100e-01) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -3.742, relative change = 3.449e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -3.676, relative change = 1.777e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -3.635, relative change = 1.096e-02) 
## Topic 1: claim, kill, liber, nation, attack 
##  Topic 2: rebel, ogaden, soldier, battlefield, inflict 
##  Topic 3: peopl, govern, ethiopian, ogadeni, victori 
##  Topic 4: --, kill, attack, militari, govt 
##  Topic 5: group, forc, success, onlin, ethiopia 
##  Topic 6: ethiopia, front, say, dozen, onlin 
##  Topic 7: somali, kill, sep, battl, jun 
##  Topic 8: africa, freedom, ogadeni, troop, onlf 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -3.607, relative change = 7.740e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -3.583, relative change = 6.722e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -3.561, relative change = 5.979e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -3.546, relative change = 4.218e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -3.535, relative change = 3.244e-03) 
## Topic 1: claim, kill, liber, nation, cite 
##  Topic 2: rebel, ogaden, soldier, battlefield, inflict 
##  Topic 3: peopl, govern, ethiopian, victori, ogadeni 
##  Topic 4: --, attack, militari, onlf, kill 
##  Topic 5: group, forc, onlin, success, die 
##  Topic 6: ethiopia, front, say, dozen, ogaden 
##  Topic 7: somali, sep, jun, battl, apr 
##  Topic 8: africa, freedom, ogadeni, troop, recent 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -3.526, relative change = 2.500e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -3.518, relative change = 2.242e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -3.509, relative change = 2.507e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -3.500, relative change = 2.637e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -3.492, relative change = 2.206e-03) 
## Topic 1: claim, kill, liber, nation, cite 
##  Topic 2: rebel, ogaden, soldier, battlefield, inflict 
##  Topic 3: peopl, govern, ethiopian, victori, ogadeni 
##  Topic 4: --, attack, onlf, militari, ethiopian 
##  Topic 5: group, forc, onlin, success, ethiopian 
##  Topic 6: ethiopia, front, say, dozen, ogaden 
##  Topic 7: somali, sep, jun, apr, battl 
##  Topic 8: africa, freedom, ogadeni, troop, recent 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -3.485, relative change = 2.139e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -3.478, relative change = 1.965e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -3.472, relative change = 1.778e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -3.466, relative change = 1.668e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -3.460, relative change = 1.662e-03) 
## Topic 1: claim, kill, liber, nation, cite 
##  Topic 2: rebel, ogaden, soldier, battlefield, ethiopian 
##  Topic 3: peopl, govern, ogadeni, polit, victori 
##  Topic 4: --, attack, onlf, militari, ethiopian 
##  Topic 5: group, forc, ethiopian, onlin, success 
##  Topic 6: ethiopia, victori, front, ogaden, say 
##  Topic 7: somali, sep, jun, apr, battl 
##  Topic 8: africa, freedom, ogadeni, troop, win 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -3.454, relative change = 1.754e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -3.448, relative change = 1.899e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -3.441, relative change = 1.966e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -3.434, relative change = 2.142e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -3.427, relative change = 1.800e-03) 
## Topic 1: claim, kill, liber, nation, front 
##  Topic 2: rebel, ogaden, soldier, battlefield, ethiopian 
##  Topic 3: peopl, govern, ogadeni, polit, sever 
##  Topic 4: --, attack, onlf, militari, ethiopian 
##  Topic 5: ethiopian, group, forc, onlin, govern 
##  Topic 6: ethiopia, victori, battl, troop, recent 
##  Topic 7: somali, jun, sep, apr, clash 
##  Topic 8: africa, freedom, ogadeni, troop, camp 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -3.422, relative change = 1.578e-03) 
## ..................................................................................................................
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## Completing Iteration 27 (approx. per word bound = -3.417, relative change = 1.493e-03) 
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## Completing Iteration 28 (approx. per word bound = -3.412, relative change = 1.455e-03) 
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## Completing Iteration 29 (approx. per word bound = -3.407, relative change = 1.430e-03) 
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## Completing Iteration 30 (approx. per word bound = -3.402, relative change = 1.374e-03) 
## Topic 1: claim, kill, liber, nation, front 
##  Topic 2: rebel, ogaden, soldier, africa, battlefield 
##  Topic 3: peopl, ogadeni, govern, polit, sever 
##  Topic 4: --, onlf, militari, attack, communiqu 
##  Topic 5: ethiopian, group, govern, forc, onlin 
##  Topic 6: ethiopia, victori, battl, troop, recent 
##  Topic 7: somali, jun, apr, sep, clash 
##  Topic 8: africa, freedom, ogadeni, aggreg, camp 
## ..................................................................................................................
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## Completing Iteration 31 (approx. per word bound = -3.398, relative change = 1.255e-03) 
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## Completing Iteration 32 (approx. per word bound = -3.394, relative change = 1.070e-03) 
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## Completing Iteration 33 (approx. per word bound = -3.391, relative change = 8.742e-04) 
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## Completing Iteration 34 (approx. per word bound = -3.389, relative change = 7.205e-04) 
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## Completing Iteration 35 (approx. per word bound = -3.387, relative change = 6.235e-04) 
## Topic 1: claim, kill, liber, nation, front 
##  Topic 2: rebel, ogaden, soldier, africa, battlefield 
##  Topic 3: peopl, ogadeni, polit, govern, sever 
##  Topic 4: --, onlf, militari, attack, communiqu 
##  Topic 5: ethiopian, govern, group, forc, africa 
##  Topic 6: ethiopia, victori, battl, recent, troop 
##  Topic 7: somali, jun, apr, sep, ogaden 
##  Topic 8: freedom, africa, ogadeni, aggreg, kismaayo 
## ..................................................................................................................
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## Completing Iteration 36 (approx. per word bound = -3.385, relative change = 5.742e-04) 
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## Completing Iteration 37 (approx. per word bound = -3.383, relative change = 5.528e-04) 
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## Completing Iteration 38 (approx. per word bound = -3.381, relative change = 5.306e-04) 
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## Completing Iteration 39 (approx. per word bound = -3.380, relative change = 4.932e-04) 
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## Completing Iteration 40 (approx. per word bound = -3.378, relative change = 4.603e-04) 
## Topic 1: claim, kill, liber, nation, front 
##  Topic 2: rebel, ogaden, soldier, africa, inflict 
##  Topic 3: peopl, ogadeni, polit, sever, govern 
##  Topic 4: --, onlf, militari, attack, communiqu 
##  Topic 5: ethiopian, govern, group, africa, forc 
##  Topic 6: ethiopia, victori, battl, recent, troop 
##  Topic 7: somali, jun, sep, apr, ogaden 
##  Topic 8: freedom, africa, ogadeni, aggreg, kismaayo 
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## Completing Iteration 41 (approx. per word bound = -3.377, relative change = 4.505e-04) 
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## Completing Iteration 42 (approx. per word bound = -3.375, relative change = 4.633e-04) 
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## Completing Iteration 43 (approx. per word bound = -3.373, relative change = 4.907e-04) 
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## Completing Iteration 44 (approx. per word bound = -3.372, relative change = 5.112e-04) 
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## Completing Iteration 45 (approx. per word bound = -3.370, relative change = 5.067e-04) 
## Topic 1: claim, kill, liber, nation, front 
##  Topic 2: rebel, ogaden, soldier, africa, troop 
##  Topic 3: peopl, ogadeni, polit, sever, clash 
##  Topic 4: --, onlf, militari, communiqu, attack 
##  Topic 5: ethiopian, govern, africa, group, forc 
##  Topic 6: ethiopia, victori, battl, attack, recent 
##  Topic 7: somali, jun, sep, apr, ogaden 
##  Topic 8: freedom, africa, ogadeni, aggreg, kismaayo 
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## Completing Iteration 46 (approx. per word bound = -3.368, relative change = 4.521e-04) 
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## Completing Iteration 47 (approx. per word bound = -3.367, relative change = 4.215e-04) 
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## Completing Iteration 48 (approx. per word bound = -3.366, relative change = 3.981e-04) 
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## Completing Iteration 49 (approx. per word bound = -3.364, relative change = 3.668e-04) 
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## Completing Iteration 50 (approx. per word bound = -3.363, relative change = 3.357e-04) 
## Topic 1: claim, kill, liber, nation, front 
##  Topic 2: rebel, ogaden, soldier, africa, troop 
##  Topic 3: peopl, ogadeni, polit, sever, clash 
##  Topic 4: --, onlf, militari, communiqu, attack 
##  Topic 5: ethiopian, govern, africa, group, forc 
##  Topic 6: ethiopia, victori, battl, attack, recent 
##  Topic 7: somali, jun, sep, apr, ogaden 
##  Topic 8: freedom, africa, ogadeni, aggreg, kismaayo 
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## Completing Iteration 51 (approx. per word bound = -3.362, relative change = 3.084e-04) 
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## Completing Iteration 52 (approx. per word bound = -3.361, relative change = 2.757e-04) 
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## Completing Iteration 53 (approx. per word bound = -3.360, relative change = 2.545e-04) 
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## Completing Iteration 54 (approx. per word bound = -3.360, relative change = 2.445e-04) 
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## Completing Iteration 55 (approx. per word bound = -3.359, relative change = 2.419e-04) 
## Topic 1: claim, kill, govern, liber, nation 
##  Topic 2: rebel, ogaden, soldier, africa, troop 
##  Topic 3: peopl, ogadeni, polit, sever, clash 
##  Topic 4: --, onlf, militari, communiqu, ogaden 
##  Topic 5: ethiopian, govern, africa, group, forc 
##  Topic 6: ethiopia, victori, battl, attack, recent 
##  Topic 7: somali, jun, sep, apr, ogaden 
##  Topic 8: freedom, africa, ogadeni, aggreg, peopl 
## ..................................................................................................................
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## Completing Iteration 56 (approx. per word bound = -3.358, relative change = 2.423e-04) 
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## Completing Iteration 57 (approx. per word bound = -3.357, relative change = 2.425e-04) 
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## Completing Iteration 58 (approx. per word bound = -3.356, relative change = 2.403e-04) 
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## Completing Iteration 59 (approx. per word bound = -3.356, relative change = 2.327e-04) 
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## Completing Iteration 60 (approx. per word bound = -3.355, relative change = 2.219e-04) 
## Topic 1: claim, kill, govern, liber, nation 
##  Topic 2: rebel, ogaden, soldier, africa, troop 
##  Topic 3: peopl, ogadeni, polit, sever, clash 
##  Topic 4: --, onlf, militari, communiqu, ogaden 
##  Topic 5: ethiopian, govern, africa, group, forc 
##  Topic 6: ethiopia, victori, battl, attack, recent 
##  Topic 7: somali, jun, apr, sep, ogaden 
##  Topic 8: freedom, africa, ogadeni, aggreg, peopl 
## ..................................................................................................................
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## Completing Iteration 61 (approx. per word bound = -3.354, relative change = 2.082e-04) 
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## Completing Iteration 62 (approx. per word bound = -3.353, relative change = 1.948e-04) 
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## Completing Iteration 63 (approx. per word bound = -3.353, relative change = 1.824e-04) 
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## Completing Iteration 64 (approx. per word bound = -3.352, relative change = 1.711e-04) 
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## Completing Iteration 65 (approx. per word bound = -3.352, relative change = 1.623e-04) 
## Topic 1: claim, kill, govern, liber, nation 
##  Topic 2: rebel, ogaden, soldier, africa, troop 
##  Topic 3: peopl, ogadeni, polit, sever, clash 
##  Topic 4: --, militari, onlf, communiqu, ogaden 
##  Topic 5: ethiopian, govern, africa, group, forc 
##  Topic 6: ethiopia, victori, battl, attack, recent 
##  Topic 7: somali, jun, apr, sep, ogaden 
##  Topic 8: freedom, africa, ogadeni, peopl, aggreg 
## ..................................................................................................................
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## Completing Iteration 66 (approx. per word bound = -3.351, relative change = 1.552e-04) 
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## Completing Iteration 67 (approx. per word bound = -3.351, relative change = 1.498e-04) 
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## Completing Iteration 68 (approx. per word bound = -3.350, relative change = 1.458e-04) 
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## Completing Iteration 69 (approx. per word bound = -3.350, relative change = 1.427e-04) 
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## Completing Iteration 70 (approx. per word bound = -3.349, relative change = 1.401e-04) 
## Topic 1: claim, kill, govern, liber, nation 
##  Topic 2: rebel, ogaden, soldier, africa, troop 
##  Topic 3: peopl, ogadeni, polit, sever, clash 
##  Topic 4: --, militari, onlf, ogaden, communiqu 
##  Topic 5: ethiopian, govern, africa, group, forc 
##  Topic 6: ethiopia, victori, battl, attack, recent 
##  Topic 7: somali, jun, apr, sep, ogaden 
##  Topic 8: freedom, africa, ogadeni, peopl, aggreg 
## ..................................................................................................................
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## Completing Iteration 71 (approx. per word bound = -3.349, relative change = 1.386e-04) 
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## Completing Iteration 72 (approx. per word bound = -3.348, relative change = 1.377e-04) 
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## Completing Iteration 73 (approx. per word bound = -3.348, relative change = 1.377e-04) 
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## Completing Iteration 74 (approx. per word bound = -3.347, relative change = 1.395e-04) 
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## Completing Iteration 75 (approx. per word bound = -3.347, relative change = 1.418e-04) 
## Topic 1: claim, kill, govern, liber, nation 
##  Topic 2: rebel, ogaden, soldier, africa, troop 
##  Topic 3: peopl, ogadeni, polit, sever, clash 
##  Topic 4: --, militari, onlf, ogaden, ethiopia 
##  Topic 5: ethiopian, govern, africa, group, forc 
##  Topic 6: ethiopia, victori, battl, attack, recent 
##  Topic 7: somali, jun, apr, sep, ogaden 
##  Topic 8: freedom, africa, ogadeni, peopl, aggreg 
## ..................................................................................................................
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## Completing Iteration 76 (approx. per word bound = -3.346, relative change = 1.424e-04) 
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## Completing Iteration 77 (approx. per word bound = -3.346, relative change = 1.429e-04) 
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## Completing Iteration 78 (approx. per word bound = -3.346, relative change = 1.443e-04) 
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## Completing Iteration 79 (approx. per word bound = -3.345, relative change = 1.487e-04) 
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## Completing Iteration 80 (approx. per word bound = -3.344, relative change = 1.569e-04) 
## Topic 1: claim, kill, govern, liber, nation 
##  Topic 2: rebel, ogaden, soldier, africa, troop 
##  Topic 3: peopl, ogadeni, polit, sever, clash 
##  Topic 4: --, militari, onlf, ogaden, ethiopia 
##  Topic 5: ethiopian, africa, govern, group, forc 
##  Topic 6: ethiopia, victori, battl, attack, sep 
##  Topic 7: somali, jun, apr, sep, ogaden 
##  Topic 8: freedom, africa, ogadeni, peopl, aggreg 
## ..................................................................................................................
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## Completing Iteration 81 (approx. per word bound = -3.344, relative change = 1.722e-04) 
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## Completing Iteration 82 (approx. per word bound = -3.343, relative change = 2.017e-04) 
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## Completing Iteration 83 (approx. per word bound = -3.342, relative change = 2.603e-04) 
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## Completing Iteration 84 (approx. per word bound = -3.341, relative change = 3.480e-04) 
## ..................................................................................................................
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## Completing Iteration 85 (approx. per word bound = -3.340, relative change = 4.309e-04) 
## Topic 1: claim, kill, govern, liber, nation 
##  Topic 2: rebel, ogaden, soldier, africa, troop 
##  Topic 3: peopl, ogadeni, polit, sever, clash 
##  Topic 4: --, militari, onlf, ogaden, ethiopia 
##  Topic 5: ethiopian, africa, govern, group, forc 
##  Topic 6: ethiopia, victori, battl, attack, sep 
##  Topic 7: somali, jun, apr, sep, ogaden 
##  Topic 8: freedom, africa, ogadeni, peopl, aggreg 
## ..................................................................................................................
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## Completing Iteration 86 (approx. per word bound = -3.339, relative change = 3.257e-04) 
## ..................................................................................................................
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## Completing Iteration 87 (approx. per word bound = -3.338, relative change = 2.305e-04) 
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## Completing Iteration 88 (approx. per word bound = -3.337, relative change = 2.034e-04) 
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## Completing Iteration 89 (approx. per word bound = -3.337, relative change = 1.964e-04) 
## ..................................................................................................................
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## Completing Iteration 90 (approx. per word bound = -3.336, relative change = 1.929e-04) 
## Topic 1: claim, kill, govern, liber, nation 
##  Topic 2: rebel, ogaden, soldier, africa, troop 
##  Topic 3: peopl, ogadeni, polit, sever, clash 
##  Topic 4: --, militari, onlf, ogaden, ethiopia 
##  Topic 5: ethiopian, africa, group, forc, govern 
##  Topic 6: ethiopia, victori, battl, attack, sep 
##  Topic 7: somali, jun, sep, apr, ogaden 
##  Topic 8: freedom, africa, ogadeni, peopl, aggreg 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 91 (approx. per word bound = -3.335, relative change = 1.881e-04) 
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## Completing Iteration 92 (approx. per word bound = -3.335, relative change = 1.825e-04) 
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## Completing Iteration 93 (approx. per word bound = -3.334, relative change = 1.778e-04) 
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## Completing Iteration 94 (approx. per word bound = -3.334, relative change = 1.739e-04) 
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## Completing Iteration 95 (approx. per word bound = -3.333, relative change = 1.700e-04) 
## Topic 1: kill, claim, govern, liber, nation 
##  Topic 2: rebel, ogaden, soldier, africa, troop 
##  Topic 3: peopl, ogadeni, polit, freedom, sever 
##  Topic 4: --, militari, onlf, ogaden, ethiopia 
##  Topic 5: ethiopian, africa, group, forc, govern 
##  Topic 6: ethiopia, victori, claim, battl, attack 
##  Topic 7: somali, jun, sep, apr, ogaden 
##  Topic 8: freedom, africa, ogadeni, peopl, aggreg 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 96 (approx. per word bound = -3.332, relative change = 1.635e-04) 
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## Completing Iteration 97 (approx. per word bound = -3.332, relative change = 1.569e-04) 
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## Completing Iteration 98 (approx. per word bound = -3.331, relative change = 1.527e-04) 
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## Completing Iteration 99 (approx. per word bound = -3.331, relative change = 1.524e-04) 
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## Completing Iteration 100 (approx. per word bound = -3.330, relative change = 1.529e-04) 
## Topic 1: kill, claim, govern, liber, nation 
##  Topic 2: rebel, ogaden, soldier, africa, troop 
##  Topic 3: peopl, ogadeni, polit, freedom, sever 
##  Topic 4: --, militari, onlf, ogaden, ethiopia 
##  Topic 5: ethiopian, africa, group, forc, govern 
##  Topic 6: ethiopia, claim, victori, battl, attack 
##  Topic 7: somali, jun, sep, apr, ogaden 
##  Topic 8: freedom, africa, ogadeni, peopl, aggreg 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 101 (approx. per word bound = -3.330, relative change = 1.555e-04) 
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## Completing Iteration 102 (approx. per word bound = -3.329, relative change = 1.602e-04) 
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## Completing Iteration 103 (approx. per word bound = -3.329, relative change = 1.676e-04) 
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## Completing Iteration 104 (approx. per word bound = -3.328, relative change = 1.773e-04) 
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## Completing Iteration 105 (approx. per word bound = -3.328, relative change = 1.898e-04) 
## Topic 1: kill, claim, govern, liber, nation 
##  Topic 2: rebel, ogaden, soldier, africa, troop 
##  Topic 3: peopl, ogadeni, polit, freedom, sever 
##  Topic 4: --, militari, onlf, ogaden, ethiopia 
##  Topic 5: ethiopian, africa, forc, group, govern 
##  Topic 6: ethiopia, claim, victori, battl, attack 
##  Topic 7: somali, jun, sep, apr, ogaden 
##  Topic 8: freedom, africa, ogadeni, peopl, aggreg 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 106 (approx. per word bound = -3.327, relative change = 2.049e-04) 
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## Completing Iteration 107 (approx. per word bound = -3.326, relative change = 2.225e-04) 
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## Completing Iteration 108 (approx. per word bound = -3.325, relative change = 2.411e-04) 
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## Completing Iteration 109 (approx. per word bound = -3.324, relative change = 2.596e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 110 (approx. per word bound = -3.324, relative change = 2.757e-04) 
## Topic 1: kill, claim, govern, group, liber 
##  Topic 2: rebel, ogaden, soldier, africa, troop 
##  Topic 3: peopl, ogadeni, polit, freedom, sever 
##  Topic 4: --, militari, onlf, ogaden, ethiopia 
##  Topic 5: ethiopian, africa, forc, group, onlin 
##  Topic 6: ethiopia, claim, victori, battl, attack 
##  Topic 7: somali, jun, sep, apr, ogaden 
##  Topic 8: freedom, africa, ogadeni, peopl, aggreg 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 111 (approx. per word bound = -3.323, relative change = 2.871e-04) 
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## Completing Iteration 112 (approx. per word bound = -3.322, relative change = 2.933e-04) 
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## Completing Iteration 113 (approx. per word bound = -3.321, relative change = 2.928e-04) 
## ..................................................................................................................
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## Completing Iteration 114 (approx. per word bound = -3.320, relative change = 2.872e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 115 (approx. per word bound = -3.319, relative change = 2.785e-04) 
## Topic 1: kill, claim, govern, group, liber 
##  Topic 2: rebel, ogaden, soldier, africa, troop 
##  Topic 3: peopl, ogadeni, freedom, polit, somali 
##  Topic 4: --, militari, onlf, ogaden, ethiopia 
##  Topic 5: ethiopian, africa, forc, onlin, govern 
##  Topic 6: ethiopia, claim, victori, ogaden, battl 
##  Topic 7: somali, jun, sep, apr, ogaden 
##  Topic 8: freedom, africa, ogadeni, peopl, aggreg 
## ..................................................................................................................
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## Completing Iteration 116 (approx. per word bound = -3.318, relative change = 2.687e-04) 
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## Completing Iteration 120 (approx. per word bound = -3.314, relative change = 2.812e-04) 
## Topic 1: kill, claim, govern, group, liber 
##  Topic 2: rebel, ogaden, soldier, africa, troop 
##  Topic 3: peopl, ogadeni, freedom, polit, somali 
##  Topic 4: --, militari, onlf, ogaden, ethiopia 
##  Topic 5: ethiopian, africa, forc, onlin, govern 
##  Topic 6: ethiopia, claim, victori, rebel, ogaden 
##  Topic 7: somali, jun, sep, apr, ogaden 
##  Topic 8: freedom, africa, ogadeni, peopl, aggreg 
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## Completing Iteration 121 (approx. per word bound = -3.313, relative change = 3.100e-04) 
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## Completing Iteration 125 (approx. per word bound = -3.310, relative change = 1.936e-04) 
## Topic 1: kill, claim, govern, group, liber 
##  Topic 2: rebel, ogaden, soldier, africa, troop 
##  Topic 3: peopl, ogadeni, freedom, polit, somali 
##  Topic 4: --, militari, onlf, ogaden, ethiopia 
##  Topic 5: ethiopian, africa, forc, onlin, govern 
##  Topic 6: ethiopia, claim, victori, rebel, ogaden 
##  Topic 7: somali, jun, sep, apr, ogaden 
##  Topic 8: freedom, africa, ogadeni, peopl, aggreg 
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## Completing Iteration 126 (approx. per word bound = -3.309, relative change = 1.639e-04) 
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## Completing Iteration 130 (approx. per word bound = -3.307, relative change = 1.259e-04) 
## Topic 1: kill, claim, govern, group, liber 
##  Topic 2: rebel, ogaden, soldier, africa, troop 
##  Topic 3: peopl, ogadeni, freedom, polit, somali 
##  Topic 4: --, militari, onlf, ogaden, ethiopia 
##  Topic 5: ethiopian, africa, forc, onlin, govern 
##  Topic 6: ethiopia, claim, victori, rebel, ogaden 
##  Topic 7: somali, jun, sep, apr, ogaden 
##  Topic 8: africa, freedom, ogadeni, peopl, aggreg 
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## Completing Iteration 131 (approx. per word bound = -3.307, relative change = 1.215e-04) 
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## Completing Iteration 135 (approx. per word bound = -3.306, relative change = 1.114e-04) 
## Topic 1: kill, govern, claim, group, liber 
##  Topic 2: rebel, ogaden, soldier, africa, troop 
##  Topic 3: peopl, ogadeni, freedom, somali, polit 
##  Topic 4: --, militari, onlf, ogaden, ethiopia 
##  Topic 5: ethiopian, africa, forc, onlin, govern 
##  Topic 6: ethiopia, claim, rebel, victori, ogaden 
##  Topic 7: somali, jun, sep, apr, africa 
##  Topic 8: africa, freedom, ogadeni, peopl, aggreg 
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## Completing Iteration 136 (approx. per word bound = -3.305, relative change = 1.105e-04) 
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## Completing Iteration 140 (approx. per word bound = -3.304, relative change = 1.095e-04) 
## Topic 1: kill, govern, claim, group, liber 
##  Topic 2: rebel, ogaden, soldier, africa, troop 
##  Topic 3: peopl, ogadeni, freedom, somali, polit 
##  Topic 4: --, militari, onlf, ogaden, ethiopia 
##  Topic 5: ethiopian, africa, forc, onlin, govern 
##  Topic 6: ethiopia, claim, rebel, victori, ogaden 
##  Topic 7: somali, jun, africa, sep, apr 
##  Topic 8: freedom, africa, ogadeni, peopl, aggreg 
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## Completing Iteration 145 (approx. per word bound = -3.302, relative change = 1.077e-04) 
## Topic 1: kill, govern, claim, group, liber 
##  Topic 2: rebel, ogaden, soldier, africa, troop 
##  Topic 3: ogadeni, peopl, freedom, somali, polit 
##  Topic 4: --, militari, onlf, ogaden, ethiopia 
##  Topic 5: ethiopian, africa, forc, onlin, govern 
##  Topic 6: ethiopia, claim, rebel, victori, ogaden 
##  Topic 7: somali, jun, africa, sep, apr 
##  Topic 8: freedom, ogadeni, africa, peopl, aggreg 
## ..................................................................................................................
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## Completing Iteration 146 (approx. per word bound = -3.302, relative change = 1.086e-04) 
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## Completing Iteration 149 (approx. per word bound = -3.300, relative change = 1.399e-04) 
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## Completing Iteration 150 (approx. per word bound = -3.300, relative change = 2.085e-04) 
## Topic 1: kill, govern, claim, group, liber 
##  Topic 2: rebel, ogaden, soldier, africa, troop 
##  Topic 3: ogadeni, peopl, freedom, somali, polit 
##  Topic 4: --, militari, onlf, ogaden, ethiopia 
##  Topic 5: ethiopian, africa, forc, onlin, success 
##  Topic 6: ethiopia, claim, rebel, victori, ogaden 
##  Topic 7: somali, africa, jun, sep, apr 
##  Topic 8: freedom, ogadeni, peopl, africa, aggreg 
## ..................................................................................................................
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## Completing Iteration 151 (approx. per word bound = -3.298, relative change = 3.516e-04) 
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## Completing Iteration 155 (approx. per word bound = -3.296, relative change = 9.451e-05) 
## Topic 1: kill, govern, claim, group, liber 
##  Topic 2: rebel, ogaden, soldier, africa, troop 
##  Topic 3: ogadeni, peopl, freedom, somali, polit 
##  Topic 4: --, militari, ogaden, onlf, ethiopia 
##  Topic 5: ethiopian, forc, africa, onlin, success 
##  Topic 6: ethiopia, claim, rebel, victori, ogaden 
##  Topic 7: somali, africa, jun, sep, apr 
##  Topic 8: freedom, peopl, ogadeni, africa, aggreg 
## ..................................................................................................................
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## Completing Iteration 156 (approx. per word bound = -3.296, relative change = 9.002e-05) 
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## Completing Iteration 160 (approx. per word bound = -3.295, relative change = 9.062e-05) 
## Topic 1: kill, govern, claim, group, liber 
##  Topic 2: rebel, ogaden, soldier, africa, troop 
##  Topic 3: ogadeni, freedom, peopl, somali, polit 
##  Topic 4: --, militari, ogaden, onlf, ethiopia 
##  Topic 5: ethiopian, forc, africa, onlin, success 
##  Topic 6: ethiopia, claim, rebel, ogaden, victori 
##  Topic 7: somali, africa, jun, sep, apr 
##  Topic 8: freedom, peopl, ogadeni, africa, aggreg 
## ..................................................................................................................
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## Completing Iteration 161 (approx. per word bound = -3.294, relative change = 9.351e-05) 
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## Completing Iteration 163 (approx. per word bound = -3.294, relative change = 1.052e-04) 
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## Completing Iteration 164 (approx. per word bound = -3.293, relative change = 1.102e-04) 
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## Completing Iteration 165 (approx. per word bound = -3.293, relative change = 1.107e-04) 
## Topic 1: kill, govern, claim, group, liber 
##  Topic 2: rebel, ogaden, soldier, africa, troop 
##  Topic 3: ogadeni, somali, freedom, peopl, polit 
##  Topic 4: --, militari, ogaden, onlf, ethiopia 
##  Topic 5: ethiopian, forc, africa, onlin, success 
##  Topic 6: ethiopia, claim, rebel, ogaden, victori 
##  Topic 7: somali, africa, jun, sep, apr 
##  Topic 8: freedom, peopl, ogadeni, africa, aggreg 
## ..................................................................................................................
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## Completing Iteration 166 (approx. per word bound = -3.292, relative change = 1.061e-04) 
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## Completing Iteration 167 (approx. per word bound = -3.292, relative change = 9.863e-05) 
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## Completing Iteration 168 (approx. per word bound = -3.292, relative change = 9.445e-05) 
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## Completing Iteration 169 (approx. per word bound = -3.292, relative change = 9.206e-05) 
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## Completing Iteration 170 (approx. per word bound = -3.291, relative change = 8.895e-05) 
## Topic 1: kill, govern, claim, group, liber 
##  Topic 2: rebel, ogaden, soldier, africa, troop 
##  Topic 3: somali, ogadeni, freedom, peopl, polit 
##  Topic 4: --, militari, ogaden, onlf, ethiopia 
##  Topic 5: ethiopian, forc, africa, onlin, success 
##  Topic 6: ethiopia, claim, rebel, ogaden, victori 
##  Topic 7: somali, africa, jun, apr, sep 
##  Topic 8: peopl, freedom, ogadeni, africa, aggreg 
## ..................................................................................................................
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## Completing Iteration 171 (approx. per word bound = -3.291, relative change = 8.484e-05) 
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## Completing Iteration 172 (approx. per word bound = -3.291, relative change = 8.162e-05) 
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## Completing Iteration 173 (approx. per word bound = -3.290, relative change = 8.056e-05) 
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## Completing Iteration 174 (approx. per word bound = -3.290, relative change = 7.956e-05) 
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## Completing Iteration 175 (approx. per word bound = -3.290, relative change = 7.943e-05) 
## Topic 1: kill, govern, claim, group, liber 
##  Topic 2: rebel, ogaden, soldier, africa, troop 
##  Topic 3: somali, ogadeni, freedom, peopl, polit 
##  Topic 4: --, militari, ogaden, onlf, ethiopia 
##  Topic 5: ethiopian, forc, africa, onlin, success 
##  Topic 6: ethiopia, claim, rebel, ogaden, somali 
##  Topic 7: somali, africa, jun, apr, sep 
##  Topic 8: peopl, freedom, ogadeni, africa, aggreg 
## ..................................................................................................................
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## Completing Iteration 176 (approx. per word bound = -3.290, relative change = 8.004e-05) 
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## Completing Iteration 177 (approx. per word bound = -3.289, relative change = 8.060e-05) 
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## Completing Iteration 178 (approx. per word bound = -3.289, relative change = 8.319e-05) 
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## Completing Iteration 179 (approx. per word bound = -3.289, relative change = 8.665e-05) 
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## Completing Iteration 180 (approx. per word bound = -3.289, relative change = 9.418e-05) 
## Topic 1: kill, govern, claim, group, liber 
##  Topic 2: rebel, ogaden, soldier, africa, troop 
##  Topic 3: somali, ogadeni, freedom, peopl, polit 
##  Topic 4: --, militari, ogaden, onlf, ethiopia 
##  Topic 5: ethiopian, forc, africa, onlin, success 
##  Topic 6: ethiopia, claim, rebel, ogaden, somali 
##  Topic 7: somali, africa, jun, apr, sep 
##  Topic 8: peopl, freedom, ogadeni, africa, aggreg 
## ..................................................................................................................
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## Completing Iteration 181 (approx. per word bound = -3.288, relative change = 9.913e-05) 
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## Completing Iteration 182 (approx. per word bound = -3.288, relative change = 9.522e-05) 
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## Completing Iteration 183 (approx. per word bound = -3.288, relative change = 8.584e-05) 
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## Completing Iteration 184 (approx. per word bound = -3.287, relative change = 8.022e-05) 
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## Completing Iteration 185 (approx. per word bound = -3.287, relative change = 7.864e-05) 
## Topic 1: kill, govern, claim, group, liber 
##  Topic 2: rebel, ogaden, soldier, africa, troop 
##  Topic 3: somali, ogadeni, freedom, peopl, polit 
##  Topic 4: --, militari, ogaden, ethiopia, onlf 
##  Topic 5: ethiopian, forc, africa, onlin, success 
##  Topic 6: ethiopia, claim, rebel, ogaden, somali 
##  Topic 7: africa, somali, jun, apr, sep 
##  Topic 8: peopl, freedom, ogadeni, africa, aggreg 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 186 (approx. per word bound = -3.287, relative change = 7.773e-05) 
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## Completing Iteration 187 (approx. per word bound = -3.287, relative change = 7.906e-05) 
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## Completing Iteration 188 (approx. per word bound = -3.286, relative change = 8.383e-05) 
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## Completing Iteration 189 (approx. per word bound = -3.286, relative change = 9.321e-05) 
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## Completing Iteration 190 (approx. per word bound = -3.286, relative change = 9.957e-05) 
## Topic 1: kill, govern, claim, group, liber 
##  Topic 2: rebel, ogaden, africa, soldier, troop 
##  Topic 3: somali, ogadeni, freedom, peopl, polit 
##  Topic 4: --, militari, ogaden, ethiopia, onlf 
##  Topic 5: ethiopian, forc, africa, onlin, success 
##  Topic 6: ethiopia, claim, rebel, ogaden, somali 
##  Topic 7: africa, somali, jun, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, africa, aggreg 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 191 (approx. per word bound = -3.285, relative change = 9.173e-05) 
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## Completing Iteration 192 (approx. per word bound = -3.285, relative change = 7.863e-05) 
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## Completing Iteration 193 (approx. per word bound = -3.285, relative change = 7.120e-05) 
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## Completing Iteration 194 (approx. per word bound = -3.285, relative change = 6.910e-05) 
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## Completing Iteration 195 (approx. per word bound = -3.284, relative change = 7.134e-05) 
## Topic 1: kill, govern, claim, group, liber 
##  Topic 2: rebel, ogaden, africa, soldier, troop 
##  Topic 3: somali, ogadeni, freedom, peopl, polit 
##  Topic 4: --, militari, ogaden, ethiopia, onlf 
##  Topic 5: ethiopian, forc, africa, onlin, success 
##  Topic 6: ethiopia, claim, rebel, ogaden, somali 
##  Topic 7: africa, somali, jun, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, africa, aggreg 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 196 (approx. per word bound = -3.284, relative change = 7.805e-05) 
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## Completing Iteration 197 (approx. per word bound = -3.284, relative change = 8.758e-05) 
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## Completing Iteration 198 (approx. per word bound = -3.284, relative change = 9.204e-05) 
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## Completing Iteration 199 (approx. per word bound = -3.283, relative change = 8.418e-05) 
## ..................................................................................................................
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## Completing Iteration 200 (approx. per word bound = -3.283, relative change = 7.204e-05) 
## Topic 1: kill, govern, claim, group, liber 
##  Topic 2: rebel, ogaden, africa, soldier, troop 
##  Topic 3: somali, ogadeni, freedom, peopl, polit 
##  Topic 4: --, militari, ogaden, ethiopia, onlf 
##  Topic 5: ethiopian, forc, africa, onlin, success 
##  Topic 6: ethiopia, claim, rebel, ogaden, somali 
##  Topic 7: africa, somali, jun, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, africa, aggreg 
## ..................................................................................................................
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## Completing Iteration 201 (approx. per word bound = -3.283, relative change = 6.480e-05) 
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## Completing Iteration 203 (approx. per word bound = -3.282, relative change = 6.225e-05) 
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## Completing Iteration 204 (approx. per word bound = -3.282, relative change = 6.293e-05) 
## ..................................................................................................................
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## Completing Iteration 205 (approx. per word bound = -3.282, relative change = 6.735e-05) 
## Topic 1: kill, govern, claim, group, liber 
##  Topic 2: rebel, ogaden, africa, soldier, troop 
##  Topic 3: somali, ogadeni, freedom, peopl, polit 
##  Topic 4: --, militari, ogaden, ethiopia, onlf 
##  Topic 5: ethiopian, forc, africa, onlin, success 
##  Topic 6: ethiopia, claim, rebel, ogaden, somali 
##  Topic 7: africa, somali, jun, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, africa, aggreg 
## ..................................................................................................................
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## Completing Iteration 210 (approx. per word bound = -3.281, relative change = 6.996e-05) 
## Topic 1: kill, govern, claim, group, liber 
##  Topic 2: rebel, africa, ogaden, soldier, troop 
##  Topic 3: somali, ogadeni, freedom, peopl, polit 
##  Topic 4: --, militari, ogaden, ethiopia, onlf 
##  Topic 5: ethiopian, forc, africa, onlin, success 
##  Topic 6: ethiopia, claim, rebel, ogaden, somali 
##  Topic 7: africa, somali, jun, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, africa, somali 
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## Completing Iteration 215 (approx. per word bound = -3.279, relative change = 8.533e-05) 
## Topic 1: kill, govern, claim, group, liber 
##  Topic 2: rebel, africa, ogaden, soldier, troop 
##  Topic 3: somali, ogadeni, freedom, peopl, polit 
##  Topic 4: --, militari, ethiopia, ogaden, onlf 
##  Topic 5: ethiopian, forc, africa, onlin, ogaden 
##  Topic 6: ethiopia, claim, rebel, ogaden, somali 
##  Topic 7: africa, somali, jun, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, africa, somali 
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## Completing Iteration 220 (approx. per word bound = -3.277, relative change = 1.462e-04) 
## Topic 1: kill, govern, group, claim, liber 
##  Topic 2: rebel, africa, soldier, ogaden, troop 
##  Topic 3: somali, ogadeni, freedom, peopl, polit 
##  Topic 4: --, militari, ethiopia, ogaden, onlf 
##  Topic 5: ethiopian, forc, africa, onlin, ogaden 
##  Topic 6: ethiopia, claim, rebel, ogaden, somali 
##  Topic 7: africa, somali, jun, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, africa, somali 
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## Topic 1: kill, govern, group, claim, liber 
##  Topic 2: rebel, africa, soldier, ogaden, troop 
##  Topic 3: somali, ogadeni, freedom, peopl, polit 
##  Topic 4: --, militari, ethiopia, onlf, ogaden 
##  Topic 5: ethiopian, forc, africa, ogaden, onlin 
##  Topic 6: ethiopia, claim, rebel, somali, ogaden 
##  Topic 7: africa, somali, jun, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, africa, somali 
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## Completing Iteration 230 (approx. per word bound = -3.275, relative change = 4.828e-05) 
## Topic 1: kill, govern, group, claim, liber 
##  Topic 2: rebel, africa, soldier, ogaden, troop 
##  Topic 3: somali, ogadeni, freedom, peopl, polit 
##  Topic 4: --, militari, ethiopia, onlf, ogaden 
##  Topic 5: ethiopian, forc, ogaden, africa, onlin 
##  Topic 6: ethiopia, claim, rebel, somali, ogaden 
##  Topic 7: africa, somali, jun, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, africa, somali 
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## Completing Iteration 235 (approx. per word bound = -3.274, relative change = 4.147e-05) 
## Topic 1: kill, govern, group, claim, liber 
##  Topic 2: rebel, africa, soldier, ogaden, troop 
##  Topic 3: somali, ogadeni, freedom, peopl, polit 
##  Topic 4: --, militari, ethiopia, onlf, ogaden 
##  Topic 5: ethiopian, forc, ogaden, africa, onlin 
##  Topic 6: ethiopia, claim, rebel, somali, ogaden 
##  Topic 7: africa, somali, jun, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, africa, somali 
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## Completing Iteration 236 (approx. per word bound = -3.274, relative change = 4.020e-05) 
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## Completing Iteration 240 (approx. per word bound = -3.273, relative change = 3.952e-05) 
## Topic 1: kill, govern, group, claim, soldier 
##  Topic 2: rebel, africa, soldier, ogaden, govern 
##  Topic 3: somali, ogadeni, freedom, peopl, polit 
##  Topic 4: --, militari, ethiopia, onlf, ogaden 
##  Topic 5: ethiopian, forc, ogaden, africa, onlin 
##  Topic 6: ethiopia, claim, rebel, somali, ogaden 
##  Topic 7: africa, somali, jun, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, africa, somali 
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## Completing Iteration 241 (approx. per word bound = -3.273, relative change = 3.968e-05) 
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## Completing Iteration 245 (approx. per word bound = -3.273, relative change = 4.414e-05) 
## Topic 1: kill, govern, group, claim, soldier 
##  Topic 2: rebel, africa, soldier, ogaden, govern 
##  Topic 3: somali, ogadeni, freedom, peopl, polit 
##  Topic 4: --, militari, ethiopia, onlf, ogaden 
##  Topic 5: ethiopian, forc, ogaden, africa, onlin 
##  Topic 6: ethiopia, claim, ogaden, rebel, somali 
##  Topic 7: africa, somali, jun, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, africa, somali 
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## Completing Iteration 246 (approx. per word bound = -3.273, relative change = 4.593e-05) 
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## Completing Iteration 250 (approx. per word bound = -3.272, relative change = 6.634e-05) 
## Topic 1: kill, govern, group, claim, soldier 
##  Topic 2: rebel, africa, soldier, ogaden, govern 
##  Topic 3: somali, ogadeni, freedom, peopl, polit 
##  Topic 4: --, militari, ethiopia, onlf, ogaden 
##  Topic 5: ethiopian, forc, ogaden, africa, onlin 
##  Topic 6: ethiopia, claim, ogaden, rebel, somali 
##  Topic 7: africa, somali, jun, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, africa, somali 
## ..................................................................................................................
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## Completing Iteration 251 (approx. per word bound = -3.272, relative change = 6.959e-05) 
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## Completing Iteration 255 (approx. per word bound = -3.271, relative change = 6.731e-05) 
## Topic 1: kill, govern, group, claim, soldier 
##  Topic 2: rebel, africa, soldier, ogaden, govern 
##  Topic 3: somali, ogadeni, freedom, peopl, polit 
##  Topic 4: --, militari, ethiopia, onlf, ogaden 
##  Topic 5: ethiopian, forc, ogaden, africa, onlin 
##  Topic 6: ethiopia, claim, rebel, ogaden, somali 
##  Topic 7: africa, somali, jun, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, africa, somali 
## ..................................................................................................................
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## Completing Iteration 256 (approx. per word bound = -3.271, relative change = 8.086e-05) 
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## Completing Iteration 260 (approx. per word bound = -3.270, relative change = 8.475e-05) 
## Topic 1: kill, govern, group, claim, soldier 
##  Topic 2: rebel, africa, soldier, ogaden, govern 
##  Topic 3: somali, ogadeni, freedom, peopl, polit 
##  Topic 4: --, militari, ethiopia, onlf, ogaden 
##  Topic 5: ethiopian, forc, ogaden, africa, onlin 
##  Topic 6: ethiopia, claim, rebel, ogaden, somali 
##  Topic 7: africa, somali, jun, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, africa, somali 
## ..................................................................................................................
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## Completing Iteration 261 (approx. per word bound = -3.269, relative change = 1.127e-04) 
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## Completing Iteration 265 (approx. per word bound = -3.268, relative change = 7.013e-05) 
## Topic 1: kill, govern, group, claim, soldier 
##  Topic 2: rebel, africa, soldier, ogaden, govern 
##  Topic 3: somali, ogadeni, freedom, peopl, polit 
##  Topic 4: --, militari, ethiopia, onlf, ogaden 
##  Topic 5: ethiopian, ogaden, forc, africa, onlin 
##  Topic 6: ethiopia, claim, rebel, ogaden, somali 
##  Topic 7: africa, somali, jun, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, africa, somali 
## ..................................................................................................................
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## Completing Iteration 266 (approx. per word bound = -3.268, relative change = 7.046e-05) 
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## Completing Iteration 267 (approx. per word bound = -3.268, relative change = 7.107e-05) 
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## Completing Iteration 268 (approx. per word bound = -3.267, relative change = 7.274e-05) 
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## Completing Iteration 269 (approx. per word bound = -3.267, relative change = 7.333e-05) 
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## Completing Iteration 270 (approx. per word bound = -3.267, relative change = 7.421e-05) 
## Topic 1: kill, govern, group, claim, soldier 
##  Topic 2: rebel, africa, soldier, ogaden, govern 
##  Topic 3: somali, ogadeni, freedom, peopl, polit 
##  Topic 4: --, militari, ethiopia, onlf, ogaden 
##  Topic 5: ethiopian, ogaden, forc, africa, onlin 
##  Topic 6: ethiopia, claim, rebel, ogaden, somali 
##  Topic 7: africa, somali, jun, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, africa, somali 
## ..................................................................................................................
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## Completing Iteration 271 (approx. per word bound = -3.267, relative change = 7.299e-05) 
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## Completing Iteration 272 (approx. per word bound = -3.266, relative change = 7.194e-05) 
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## Completing Iteration 273 (approx. per word bound = -3.266, relative change = 6.939e-05) 
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## Completing Iteration 274 (approx. per word bound = -3.266, relative change = 6.746e-05) 
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## Completing Iteration 275 (approx. per word bound = -3.266, relative change = 6.454e-05) 
## Topic 1: kill, govern, group, soldier, claim 
##  Topic 2: rebel, africa, ogaden, soldier, govern 
##  Topic 3: somali, ogadeni, freedom, peopl, apr 
##  Topic 4: --, ethiopia, militari, onlf, ogaden 
##  Topic 5: ethiopian, ogaden, forc, africa, onlin 
##  Topic 6: ethiopia, claim, rebel, ogaden, somali 
##  Topic 7: africa, somali, jun, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, africa, somali 
## ..................................................................................................................
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## Completing Iteration 276 (approx. per word bound = -3.265, relative change = 6.187e-05) 
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## Completing Iteration 279 (approx. per word bound = -3.265, relative change = 5.631e-05) 
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## Completing Iteration 280 (approx. per word bound = -3.265, relative change = 5.457e-05) 
## Topic 1: kill, govern, group, soldier, claim 
##  Topic 2: rebel, africa, ogaden, soldier, govern 
##  Topic 3: somali, ogadeni, freedom, peopl, apr 
##  Topic 4: --, ethiopia, militari, onlf, ogaden 
##  Topic 5: ethiopian, ogaden, forc, africa, onlin 
##  Topic 6: ethiopia, claim, rebel, ogaden, somali 
##  Topic 7: africa, somali, jun, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, africa, somali 
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## Completing Iteration 281 (approx. per word bound = -3.265, relative change = 5.432e-05) 
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## Completing Iteration 285 (approx. per word bound = -3.264, relative change = 5.162e-05) 
## Topic 1: kill, govern, group, soldier, claim 
##  Topic 2: rebel, africa, ogaden, claim, govern 
##  Topic 3: somali, ogadeni, freedom, peopl, apr 
##  Topic 4: --, ethiopia, militari, onlf, ogaden 
##  Topic 5: ethiopian, ogaden, forc, africa, onlin 
##  Topic 6: ethiopia, claim, rebel, ogaden, somali 
##  Topic 7: africa, somali, jun, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, africa, somali 
## ..................................................................................................................
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## Completing Iteration 286 (approx. per word bound = -3.264, relative change = 5.265e-05) 
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## Completing Iteration 287 (approx. per word bound = -3.264, relative change = 5.209e-05) 
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## Completing Iteration 288 (approx. per word bound = -3.263, relative change = 5.332e-05) 
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## Completing Iteration 289 (approx. per word bound = -3.263, relative change = 5.269e-05) 
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## Completing Iteration 290 (approx. per word bound = -3.263, relative change = 5.350e-05) 
## Topic 1: kill, govern, group, soldier, claim 
##  Topic 2: rebel, africa, ogaden, claim, govern 
##  Topic 3: somali, ogadeni, freedom, peopl, apr 
##  Topic 4: --, ethiopia, militari, onlf, ogaden 
##  Topic 5: ethiopian, ogaden, forc, africa, onlin 
##  Topic 6: ethiopia, claim, rebel, ogaden, somali 
##  Topic 7: africa, somali, jun, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, africa, somali 
## ..................................................................................................................
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## Completing Iteration 291 (approx. per word bound = -3.263, relative change = 5.451e-05) 
## ..................................................................................................................
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## Completing Iteration 292 (approx. per word bound = -3.263, relative change = 5.442e-05) 
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## Completing Iteration 295 (approx. per word bound = -3.262, relative change = 5.448e-05) 
## Topic 1: kill, govern, soldier, group, claim 
##  Topic 2: rebel, africa, claim, ogaden, govern 
##  Topic 3: ogadeni, freedom, somali, peopl, apr 
##  Topic 4: --, ethiopia, militari, onlf, ogaden 
##  Topic 5: ethiopian, ogaden, forc, africa, onlin 
##  Topic 6: ethiopia, claim, rebel, ogaden, victori 
##  Topic 7: africa, somali, jun, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, africa, somali 
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## Completing Iteration 296 (approx. per word bound = -3.262, relative change = 5.403e-05) 
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## Completing Iteration 300 (approx. per word bound = -3.261, relative change = 5.371e-05) 
## Topic 1: kill, soldier, govern, group, claim 
##  Topic 2: rebel, africa, claim, ogaden, govern 
##  Topic 3: ogadeni, freedom, somali, peopl, apr 
##  Topic 4: --, ethiopia, militari, onlf, ogaden 
##  Topic 5: ethiopian, ogaden, forc, africa, onlin 
##  Topic 6: ethiopia, claim, rebel, ogaden, victori 
##  Topic 7: africa, somali, jun, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, africa, somali 
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## Topic 1: kill, soldier, govern, group, claim 
##  Topic 2: rebel, africa, claim, ogaden, govern 
##  Topic 3: ogadeni, freedom, somali, peopl, apr 
##  Topic 4: --, ethiopia, militari, onlf, ogaden 
##  Topic 5: ethiopian, ogaden, forc, africa, onlin 
##  Topic 6: ethiopia, claim, rebel, ogaden, victori 
##  Topic 7: africa, somali, jun, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
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## Completing Iteration 310 (approx. per word bound = -3.259, relative change = 6.555e-05) 
## Topic 1: kill, soldier, govern, group, claim 
##  Topic 2: rebel, africa, claim, govern, ogaden 
##  Topic 3: ogadeni, freedom, somali, peopl, apr 
##  Topic 4: --, ethiopia, militari, onlf, ogaden 
##  Topic 5: ethiopian, ogaden, forc, africa, onlin 
##  Topic 6: ethiopia, claim, rebel, ogaden, victori 
##  Topic 7: africa, somali, jun, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
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## Completing Iteration 315 (approx. per word bound = -3.258, relative change = 6.966e-05) 
## Topic 1: kill, soldier, group, govern, claim 
##  Topic 2: rebel, africa, claim, govern, ogaden 
##  Topic 3: ogadeni, freedom, somali, peopl, apr 
##  Topic 4: --, ethiopia, militari, onlf, ogaden 
##  Topic 5: ethiopian, ogaden, forc, africa, onlin 
##  Topic 6: ethiopia, claim, rebel, ogaden, victori 
##  Topic 7: africa, somali, jun, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
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## Completing Iteration 320 (approx. per word bound = -3.257, relative change = 7.021e-05) 
## Topic 1: kill, soldier, group, govern, claim 
##  Topic 2: rebel, africa, claim, govern, ogaden 
##  Topic 3: ogadeni, freedom, peopl, somali, apr 
##  Topic 4: --, ethiopia, militari, onlf, ogaden 
##  Topic 5: ethiopian, ogaden, forc, africa, onlin 
##  Topic 6: ethiopia, claim, rebel, ogaden, victori 
##  Topic 7: africa, somali, jun, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
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## Completing Iteration 321 (approx. per word bound = -3.257, relative change = 7.038e-05) 
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## Completing Iteration 325 (approx. per word bound = -3.256, relative change = 6.944e-05) 
## Topic 1: kill, soldier, group, govern, claim 
##  Topic 2: rebel, africa, claim, govern, ogaden 
##  Topic 3: ogadeni, freedom, peopl, somali, apr 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, forc, africa, onlin 
##  Topic 6: ethiopia, claim, rebel, ogaden, victori 
##  Topic 7: africa, jun, somali, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
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## Completing Iteration 326 (approx. per word bound = -3.256, relative change = 6.858e-05) 
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## Completing Iteration 330 (approx. per word bound = -3.255, relative change = 6.638e-05) 
## Topic 1: kill, soldier, group, govern, claim 
##  Topic 2: rebel, africa, claim, govern, kill 
##  Topic 3: ogadeni, freedom, peopl, somali, apr 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, forc, africa, onlin 
##  Topic 6: ethiopia, claim, rebel, ogaden, victori 
##  Topic 7: africa, jun, somali, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
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## Completing Iteration 331 (approx. per word bound = -3.255, relative change = 6.601e-05) 
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## Completing Iteration 332 (approx. per word bound = -3.254, relative change = 6.581e-05) 
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## Completing Iteration 335 (approx. per word bound = -3.254, relative change = 6.495e-05) 
## Topic 1: kill, group, soldier, govern, claim 
##  Topic 2: rebel, africa, claim, govern, kill 
##  Topic 3: ogadeni, freedom, peopl, somali, apr 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, forc, africa, onlin 
##  Topic 6: ethiopia, claim, rebel, ogaden, victori 
##  Topic 7: africa, jun, somali, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
## ..................................................................................................................
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## Completing Iteration 336 (approx. per word bound = -3.254, relative change = 6.481e-05) 
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## Completing Iteration 337 (approx. per word bound = -3.253, relative change = 6.437e-05) 
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## Completing Iteration 339 (approx. per word bound = -3.253, relative change = 6.340e-05) 
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## Completing Iteration 340 (approx. per word bound = -3.253, relative change = 6.314e-05) 
## Topic 1: kill, group, soldier, govern, claim 
##  Topic 2: rebel, africa, claim, kill, govern 
##  Topic 3: ogadeni, freedom, peopl, somali, apr 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, forc, africa, onlin 
##  Topic 6: ethiopia, claim, rebel, ogaden, victori 
##  Topic 7: africa, jun, somali, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
## ..................................................................................................................
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## Completing Iteration 341 (approx. per word bound = -3.253, relative change = 6.190e-05) 
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## Completing Iteration 342 (approx. per word bound = -3.252, relative change = 6.122e-05) 
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## Completing Iteration 343 (approx. per word bound = -3.252, relative change = 6.019e-05) 
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## Completing Iteration 344 (approx. per word bound = -3.252, relative change = 5.945e-05) 
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## Completing Iteration 345 (approx. per word bound = -3.252, relative change = 5.828e-05) 
## Topic 1: group, kill, govern, soldier, claim 
##  Topic 2: rebel, africa, claim, kill, govern 
##  Topic 3: ogadeni, freedom, peopl, somali, apr 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, forc, africa, onlin 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, somali, polit, apr 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
## ..................................................................................................................
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## Completing Iteration 346 (approx. per word bound = -3.252, relative change = 5.743e-05) 
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## Completing Iteration 347 (approx. per word bound = -3.251, relative change = 5.614e-05) 
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## Completing Iteration 348 (approx. per word bound = -3.251, relative change = 5.484e-05) 
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## Completing Iteration 349 (approx. per word bound = -3.251, relative change = 5.461e-05) 
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## Completing Iteration 350 (approx. per word bound = -3.251, relative change = 5.378e-05) 
## Topic 1: group, kill, govern, soldier, claim 
##  Topic 2: rebel, africa, kill, claim, govern 
##  Topic 3: ogadeni, freedom, peopl, somali, apr 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, africa, forc, rebel 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, polit, somali, apr 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
## ..................................................................................................................
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## Completing Iteration 351 (approx. per word bound = -3.251, relative change = 5.280e-05) 
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## Completing Iteration 352 (approx. per word bound = -3.250, relative change = 5.274e-05) 
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## Completing Iteration 353 (approx. per word bound = -3.250, relative change = 5.200e-05) 
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## Completing Iteration 354 (approx. per word bound = -3.250, relative change = 5.180e-05) 
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## Completing Iteration 355 (approx. per word bound = -3.250, relative change = 5.216e-05) 
## Topic 1: group, govern, kill, soldier, claim 
##  Topic 2: rebel, africa, kill, claim, govern 
##  Topic 3: ogadeni, freedom, peopl, somali, apr 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, africa, forc, rebel 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, polit, somali, apr 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 356 (approx. per word bound = -3.250, relative change = 5.213e-05) 
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## Completing Iteration 357 (approx. per word bound = -3.250, relative change = 5.219e-05) 
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## Completing Iteration 358 (approx. per word bound = -3.249, relative change = 5.329e-05) 
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## Completing Iteration 359 (approx. per word bound = -3.249, relative change = 5.366e-05) 
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## Completing Iteration 360 (approx. per word bound = -3.249, relative change = 5.487e-05) 
## Topic 1: group, govern, kill, soldier, claim 
##  Topic 2: rebel, africa, kill, claim, govern 
##  Topic 3: ogadeni, freedom, peopl, somali, apr 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, africa, forc, rebel 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, polit, somali, apr 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 361 (approx. per word bound = -3.249, relative change = 5.603e-05) 
## ..................................................................................................................
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## Completing Iteration 362 (approx. per word bound = -3.249, relative change = 5.903e-05) 
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## Completing Iteration 363 (approx. per word bound = -3.249, relative change = 5.964e-05) 
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## Completing Iteration 364 (approx. per word bound = -3.248, relative change = 6.158e-05) 
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## Completing Iteration 365 (approx. per word bound = -3.248, relative change = 6.341e-05) 
## Topic 1: group, govern, kill, soldier, claim 
##  Topic 2: rebel, africa, kill, claim, soldier 
##  Topic 3: ogadeni, freedom, peopl, somali, apr 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, africa, forc, rebel 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, polit, somali, apr 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 366 (approx. per word bound = -3.248, relative change = 6.418e-05) 
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## Completing Iteration 367 (approx. per word bound = -3.248, relative change = 6.384e-05) 
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## Completing Iteration 368 (approx. per word bound = -3.248, relative change = 6.365e-05) 
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## Completing Iteration 369 (approx. per word bound = -3.247, relative change = 6.240e-05) 
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## Completing Iteration 370 (approx. per word bound = -3.247, relative change = 6.061e-05) 
## Topic 1: group, govern, kill, soldier, claim 
##  Topic 2: rebel, kill, africa, soldier, claim 
##  Topic 3: ogadeni, freedom, peopl, somali, apr 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, africa, forc, rebel 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, polit, somali, apr 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 371 (approx. per word bound = -3.247, relative change = 5.871e-05) 
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## Completing Iteration 372 (approx. per word bound = -3.247, relative change = 5.641e-05) 
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## Completing Iteration 373 (approx. per word bound = -3.247, relative change = 5.468e-05) 
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## Completing Iteration 374 (approx. per word bound = -3.246, relative change = 5.246e-05) 
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## Completing Iteration 375 (approx. per word bound = -3.246, relative change = 5.062e-05) 
## Topic 1: group, govern, kill, soldier, claim 
##  Topic 2: rebel, kill, africa, soldier, govern 
##  Topic 3: ogadeni, freedom, peopl, somali, apr 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, africa, forc, rebel 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, polit, somali, apr 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 376 (approx. per word bound = -3.246, relative change = 5.075e-05) 
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## Completing Iteration 377 (approx. per word bound = -3.246, relative change = 4.911e-05) 
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## Completing Iteration 378 (approx. per word bound = -3.246, relative change = 4.871e-05) 
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## Completing Iteration 379 (approx. per word bound = -3.246, relative change = 4.907e-05) 
## ..................................................................................................................
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## Completing Iteration 380 (approx. per word bound = -3.245, relative change = 4.809e-05) 
## Topic 1: group, govern, kill, soldier, claim 
##  Topic 2: rebel, kill, africa, soldier, govern 
##  Topic 3: ogadeni, freedom, peopl, somali, apr 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, africa, forc, rebel 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, polit, apr, somali 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
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## Completing Iteration 381 (approx. per word bound = -3.245, relative change = 4.809e-05) 
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## Completing Iteration 385 (approx. per word bound = -3.245, relative change = 4.638e-05) 
## Topic 1: group, govern, kill, soldier, claim 
##  Topic 2: rebel, kill, africa, soldier, govern 
##  Topic 3: ogadeni, freedom, peopl, somali, apr 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, africa, forc, rebel 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, polit, apr, ogaden 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
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## Completing Iteration 390 (approx. per word bound = -3.244, relative change = 6.198e-05) 
## Topic 1: group, govern, kill, soldier, claim 
##  Topic 2: rebel, kill, soldier, africa, govern 
##  Topic 3: ogadeni, freedom, peopl, somali, apr 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, africa, rebel, forc 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, polit, apr, ogaden 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
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## Topic 1: group, govern, kill, soldier, claim 
##  Topic 2: rebel, kill, soldier, africa, govern 
##  Topic 3: ogadeni, freedom, peopl, somali, apr 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, africa, rebel, forc 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, polit, apr, ogaden 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
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## Topic 1: group, govern, kill, soldier, claim 
##  Topic 2: rebel, kill, soldier, africa, govern 
##  Topic 3: ogadeni, freedom, peopl, somali, apr 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, africa, rebel, forc 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, polit, ogaden, apr 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
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## Topic 1: group, govern, kill, soldier, claim 
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##  Topic 3: ogadeni, freedom, peopl, somali, apr 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, africa, rebel, forc 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
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##  Topic 8: peopl, freedom, ogadeni, somali, africa 
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## Completing Iteration 410 (approx. per word bound = -3.240, relative change = 3.413e-05) 
## Topic 1: group, govern, kill, soldier, claim 
##  Topic 2: rebel, kill, soldier, africa, govern 
##  Topic 3: ogadeni, freedom, peopl, somali, apr 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, africa, rebel, forc 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, polit, ogaden, apr 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
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## Completing Iteration 415 (approx. per word bound = -3.239, relative change = 3.632e-05) 
## Topic 1: group, govern, kill, claim, soldier 
##  Topic 2: rebel, kill, soldier, africa, govern 
##  Topic 3: ogadeni, freedom, peopl, somali, apr 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, africa, rebel, forc 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, polit, ogaden, apr 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
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## Topic 1: group, govern, kill, claim, soldier 
##  Topic 2: rebel, kill, soldier, africa, govern 
##  Topic 3: ogadeni, freedom, peopl, somali, apr 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, africa, rebel, forc 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, polit, ogaden, crime 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
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## Completing Iteration 425 (approx. per word bound = -3.239, relative change = 2.185e-05) 
## Topic 1: group, govern, kill, claim, soldier 
##  Topic 2: rebel, kill, soldier, africa, govern 
##  Topic 3: ogadeni, freedom, peopl, somali, apr 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, africa, rebel, forc 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, polit, ogaden, crime 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
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## Completing Iteration 430 (approx. per word bound = -3.238, relative change = 2.214e-05) 
## Topic 1: group, govern, kill, claim, soldier 
##  Topic 2: rebel, kill, soldier, africa, govern 
##  Topic 3: ogadeni, freedom, peopl, somali, apr 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, africa, rebel, forc 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, polit, ogaden, crime 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
## ..................................................................................................................
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## Completing Iteration 431 (approx. per word bound = -3.238, relative change = 2.250e-05) 
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## Completing Iteration 435 (approx. per word bound = -3.238, relative change = 2.552e-05) 
## Topic 1: group, govern, kill, claim, soldier 
##  Topic 2: rebel, kill, soldier, africa, govern 
##  Topic 3: ogadeni, freedom, peopl, somali, apr 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, africa, rebel, forc 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, polit, ogaden, crime 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
## ..................................................................................................................
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## Completing Iteration 440 (approx. per word bound = -3.237, relative change = 3.655e-05) 
## Topic 1: group, govern, kill, claim, soldier 
##  Topic 2: rebel, kill, soldier, africa, govern 
##  Topic 3: ogadeni, freedom, peopl, somali, apr 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, africa, rebel, forc 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, polit, ogaden, crime 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
## ..................................................................................................................
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## Completing Iteration 441 (approx. per word bound = -3.237, relative change = 3.802e-05) 
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## Completing Iteration 444 (approx. per word bound = -3.237, relative change = 4.031e-05) 
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## Completing Iteration 445 (approx. per word bound = -3.237, relative change = 3.953e-05) 
## Topic 1: group, govern, kill, claim, soldier 
##  Topic 2: rebel, kill, soldier, africa, govern 
##  Topic 3: ogadeni, freedom, peopl, somali, apr 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, africa, rebel, forc 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, polit, ogaden, crime 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
## ..................................................................................................................
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## Completing Iteration 446 (approx. per word bound = -3.237, relative change = 3.678e-05) 
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## Completing Iteration 450 (approx. per word bound = -3.236, relative change = 2.461e-05) 
## Topic 1: group, govern, kill, claim, soldier 
##  Topic 2: rebel, kill, soldier, africa, govern 
##  Topic 3: ogadeni, freedom, peopl, somali, sever 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, africa, rebel, forc 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, polit, ogaden, crime 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
## ..................................................................................................................
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## Completing Iteration 451 (approx. per word bound = -3.236, relative change = 2.184e-05) 
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## Completing Iteration 454 (approx. per word bound = -3.236, relative change = 1.990e-05) 
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## Completing Iteration 455 (approx. per word bound = -3.236, relative change = 2.093e-05) 
## Topic 1: group, govern, kill, claim, soldier 
##  Topic 2: rebel, kill, soldier, africa, govern 
##  Topic 3: ogadeni, freedom, peopl, somali, sever 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, africa, rebel, forc 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, polit, ogaden, crime 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
## ..................................................................................................................
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## Completing Iteration 456 (approx. per word bound = -3.236, relative change = 2.407e-05) 
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## Completing Iteration 457 (approx. per word bound = -3.236, relative change = 3.019e-05) 
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## Completing Iteration 458 (approx. per word bound = -3.235, relative change = 4.794e-05) 
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## Completing Iteration 459 (approx. per word bound = -3.235, relative change = 1.003e-04) 
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## Completing Iteration 460 (approx. per word bound = -3.235, relative change = 1.697e-04) 
## Topic 1: group, govern, kill, claim, soldier 
##  Topic 2: rebel, kill, soldier, africa, govern 
##  Topic 3: ogadeni, freedom, peopl, somali, sever 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, africa, rebel, forc 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, polit, ogaden, crime 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 461 (approx. per word bound = -3.234, relative change = 1.736e-04) 
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## Completing Iteration 462 (approx. per word bound = -3.234, relative change = 6.055e-05) 
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## Completing Iteration 463 (approx. per word bound = -3.234, relative change = 2.851e-05) 
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## Completing Iteration 465 (approx. per word bound = -3.234, relative change = 2.408e-05) 
## Topic 1: group, govern, kill, claim, soldier 
##  Topic 2: rebel, kill, soldier, africa, govern 
##  Topic 3: ogadeni, freedom, peopl, somali, sever 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, africa, rebel, forc 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, polit, ogaden, crime 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
## ..................................................................................................................
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## Completing Iteration 466 (approx. per word bound = -3.234, relative change = 2.405e-05) 
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## Completing Iteration 467 (approx. per word bound = -3.233, relative change = 2.607e-05) 
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## Completing Iteration 468 (approx. per word bound = -3.233, relative change = 2.811e-05) 
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## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 469 (approx. per word bound = -3.233, relative change = 3.279e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 470 (approx. per word bound = -3.233, relative change = 4.075e-05) 
## Topic 1: group, govern, kill, claim, soldier 
##  Topic 2: rebel, kill, soldier, africa, govern 
##  Topic 3: ogadeni, freedom, peopl, somali, sever 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, africa, rebel, forc 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, polit, ogaden, crime 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 471 (approx. per word bound = -3.233, relative change = 5.648e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 472 (approx. per word bound = -3.233, relative change = 8.826e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 473 (approx. per word bound = -3.232, relative change = 1.407e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 474 (approx. per word bound = -3.232, relative change = 2.094e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 475 (approx. per word bound = -3.231, relative change = 2.639e-04) 
## Topic 1: group, govern, kill, claim, soldier 
##  Topic 2: rebel, kill, soldier, africa, govern 
##  Topic 3: ogadeni, freedom, peopl, somali, sever 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, africa, rebel, forc 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, polit, ogaden, crime 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 476 (approx. per word bound = -3.230, relative change = 2.649e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 477 (approx. per word bound = -3.229, relative change = 2.140e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 478 (approx. per word bound = -3.229, relative change = 1.523e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 479 (approx. per word bound = -3.228, relative change = 1.043e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 480 (approx. per word bound = -3.228, relative change = 7.677e-05) 
## Topic 1: group, govern, kill, claim, soldier 
##  Topic 2: rebel, kill, soldier, africa, govern 
##  Topic 3: ogadeni, freedom, peopl, somali, sever 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, africa, rebel, forc 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, polit, ogaden, crime 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 481 (approx. per word bound = -3.228, relative change = 6.190e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 482 (approx. per word bound = -3.228, relative change = 5.419e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 483 (approx. per word bound = -3.227, relative change = 4.994e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 484 (approx. per word bound = -3.227, relative change = 4.642e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 485 (approx. per word bound = -3.227, relative change = 4.649e-05) 
## Topic 1: group, govern, kill, claim, soldier 
##  Topic 2: kill, rebel, soldier, africa, govern 
##  Topic 3: ogadeni, freedom, peopl, somali, sever 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, africa, rebel, forc 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, polit, ogaden, crime 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 486 (approx. per word bound = -3.227, relative change = 4.807e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 487 (approx. per word bound = -3.227, relative change = 4.977e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 488 (approx. per word bound = -3.227, relative change = 5.240e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 489 (approx. per word bound = -3.227, relative change = 5.482e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 490 (approx. per word bound = -3.226, relative change = 5.807e-05) 
## Topic 1: group, govern, kill, claim, soldier 
##  Topic 2: kill, rebel, soldier, govern, africa 
##  Topic 3: ogadeni, freedom, peopl, somali, sever 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, ogaden, africa, rebel, forc 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, polit, ogaden, crime 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 491 (approx. per word bound = -3.226, relative change = 6.123e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 492 (approx. per word bound = -3.226, relative change = 6.351e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 493 (approx. per word bound = -3.226, relative change = 6.511e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 494 (approx. per word bound = -3.226, relative change = 6.693e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 495 (approx. per word bound = -3.225, relative change = 6.806e-05) 
## Topic 1: group, govern, kill, claim, soldier 
##  Topic 2: kill, rebel, soldier, govern, africa 
##  Topic 3: ogadeni, freedom, peopl, somali, sever 
##  Topic 4: --, ethiopia, militari, ogaden, onlf 
##  Topic 5: ethiopian, africa, ogaden, rebel, forc 
##  Topic 6: ethiopia, rebel, claim, ogaden, victori 
##  Topic 7: africa, jun, polit, ogaden, crime 
##  Topic 8: peopl, freedom, ogadeni, somali, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 496 (approx. per word bound = -3.225, relative change = 6.925e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 497 (approx. per word bound = -3.225, relative change = 7.041e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 498 (approx. per word bound = -3.225, relative change = 7.100e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 499 (approx. per word bound = -3.224, relative change = 7.233e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Terminated Before Convergence Reached 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      .........
##   Recovering initialization...
##      ..
## Initialization complete.
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.295) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -3.988, relative change = 7.149e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -3.831, relative change = 3.929e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -3.771, relative change = 1.581e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -3.735, relative change = 9.387e-03) 
## Topic 1: rebel, ethiopia, jun, opposit, peopl 
##  Topic 2: africa, --, onlf, militari, dozen 
##  Topic 3: somali, ethiopian, kill, onlin, polit 
##  Topic 4: rebel, ethiopia, jun, opposit, peopl 
##  Topic 5: recent, success, aggreg, clash, text 
##  Topic 6: govern, soldier, kill, armi, crime 
##  Topic 7: claim, forc, attack, troop, freedom 
##  Topic 8: ogadeni, peopl, freedom, group, victori 
##  Topic 9: ogaden, battl, front, ogadeni, heavi 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -3.702, relative change = 8.908e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -3.643, relative change = 1.582e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -3.606, relative change = 1.034e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -3.571, relative change = 9.645e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -3.549, relative change = 6.082e-03) 
## Topic 1: rebel, ethiopia, jun, opposit, loyalist 
##  Topic 2: africa, --, onlf, militari, victori 
##  Topic 3: somali, ethiopian, kill, onlin, polit 
##  Topic 4: rebel, ethiopia, say, fight, dead 
##  Topic 5: recent, success, aggreg, clash, text 
##  Topic 6: govern, soldier, kill, armi, inflict 
##  Topic 7: claim, forc, attack, troop, sever 
##  Topic 8: freedom, ogadeni, peopl, group, sep 
##  Topic 9: ogaden, battl, front, casualti, heavi 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -3.533, relative change = 4.459e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -3.521, relative change = 3.491e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -3.510, relative change = 3.069e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -3.500, relative change = 2.940e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -3.491, relative change = 2.591e-03) 
## Topic 1: rebel, ethiopia, jun, opposit, communiqu 
##  Topic 2: africa, --, onlf, militari, victori 
##  Topic 3: somali, ethiopian, polit, onlin, kill 
##  Topic 4: rebel, ethiopia, say, fight, onla 
##  Topic 5: recent, success, battlefield, aggreg, clash 
##  Topic 6: govern, kill, soldier, inflict, group 
##  Topic 7: claim, forc, attack, troop, sever 
##  Topic 8: freedom, ogadeni, peopl, group, sep 
##  Topic 9: ogaden, battl, front, armi, liber 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -3.482, relative change = 2.445e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -3.471, relative change = 3.255e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -3.457, relative change = 4.100e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -3.446, relative change = 3.053e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -3.434, relative change = 3.468e-03) 
## Topic 1: ethiopia, rebel, militari, victori, communiqu 
##  Topic 2: africa, --, onlf, victori, militari 
##  Topic 3: somali, ethiopian, polit, onlin, eritrea 
##  Topic 4: rebel, ethiopia, say, fight, continu 
##  Topic 5: recent, success, battlefield, aggreg, clash 
##  Topic 6: govern, kill, soldier, group, inflict 
##  Topic 7: claim, forc, attack, troop, sever 
##  Topic 8: freedom, ogadeni, peopl, sep, jun 
##  Topic 9: ogaden, battl, onlin, armi, front 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -3.423, relative change = 3.302e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -3.415, relative change = 2.360e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -3.409, relative change = 1.787e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -3.403, relative change = 1.576e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -3.398, relative change = 1.634e-03) 
## Topic 1: rebel, ethiopia, victori, militari, communiqu 
##  Topic 2: africa, onlf, --, menkhaus, irin 
##  Topic 3: somali, ethiopian, polit, eritrea, broad 
##  Topic 4: rebel, ethiopia, say, fight, region 
##  Topic 5: recent, success, battlefield, --, aggreg 
##  Topic 6: govern, kill, soldier, group, inflict 
##  Topic 7: claim, forc, attack, troop, sever 
##  Topic 8: freedom, ogadeni, peopl, sep, jun 
##  Topic 9: ogaden, battl, onlin, ethiopian, armi 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -3.391, relative change = 1.829e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -3.385, relative change = 1.949e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -3.379, relative change = 1.816e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -3.373, relative change = 1.692e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -3.367, relative change = 1.709e-03) 
## Topic 1: rebel, ethiopia, victori, militari, onlf 
##  Topic 2: africa, onlf, --, menkhaus, irin 
##  Topic 3: somali, polit, ethiopian, eritrea, broad 
##  Topic 4: rebel, ethiopia, say, fight, region 
##  Topic 5: --, ogaden, success, battlefield, ethiopia 
##  Topic 6: govern, kill, soldier, group, loss 
##  Topic 7: claim, forc, attack, troop, sever 
##  Topic 8: freedom, ogadeni, peopl, sep, jun 
##  Topic 9: ogaden, ethiopian, battl, onlin, armi 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -3.362, relative change = 1.642e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -3.357, relative change = 1.297e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -3.354, relative change = 1.084e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -3.350, relative change = 1.228e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -3.344, relative change = 1.578e-03) 
## Topic 1: rebel, ethiopia, victori, militari, recent 
##  Topic 2: africa, onlf, menkhaus, file, hos 
##  Topic 3: somali, polit, ethiopian, eritrea, broad 
##  Topic 4: rebel, ethiopia, say, fight, region 
##  Topic 5: --, ogaden, success, battlefield, ethiopia 
##  Topic 6: govern, kill, soldier, group, eritrean 
##  Topic 7: claim, forc, attack, troop, sever 
##  Topic 8: freedom, ogadeni, peopl, sep, jun 
##  Topic 9: ogaden, ethiopian, onlin, battl, armi 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -3.340, relative change = 1.336e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -3.336, relative change = 1.183e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -3.332, relative change = 1.100e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -3.329, relative change = 1.118e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -3.325, relative change = 1.156e-03) 
## Topic 1: rebel, ethiopia, victori, militari, recent 
##  Topic 2: africa, onlf, file, hos, lotta 
##  Topic 3: somali, polit, ethiopian, opposit, eritrea 
##  Topic 4: rebel, ethiopia, say, fight, clash 
##  Topic 5: --, ogaden, success, battlefield, ethiopia 
##  Topic 6: kill, govern, soldier, group, eritrean 
##  Topic 7: claim, forc, attack, troop, sever 
##  Topic 8: freedom, ogadeni, peopl, africa, jun 
##  Topic 9: ogaden, ethiopian, onlin, battl, armi 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -3.321, relative change = 1.116e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -3.318, relative change = 8.867e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -3.316, relative change = 6.925e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -3.314, relative change = 6.044e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -3.312, relative change = 5.825e-04) 
## Topic 1: rebel, ethiopia, victori, militari, sep 
##  Topic 2: africa, onlf, file, hos, lotta 
##  Topic 3: somali, polit, opposit, apr, dozen 
##  Topic 4: rebel, ethiopia, say, fight, clash 
##  Topic 5: --, ogaden, success, battlefield, ethiopia 
##  Topic 6: kill, govern, soldier, group, eritrean 
##  Topic 7: claim, forc, attack, troop, sever 
##  Topic 8: freedom, ogadeni, peopl, somali, africa 
##  Topic 9: ogaden, ethiopian, onlin, battl, armi 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -3.310, relative change = 5.891e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -3.308, relative change = 5.916e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -3.306, relative change = 5.838e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -3.304, relative change = 5.796e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -3.302, relative change = 5.892e-04) 
## Topic 1: rebel, ethiopia, victori, sep, militari 
##  Topic 2: africa, onlf, file, hos, lotta 
##  Topic 3: somali, polit, opposit, apr, dozen 
##  Topic 4: rebel, ethiopia, kill, say, fight 
##  Topic 5: --, ogaden, success, battlefield, ethiopia 
##  Topic 6: kill, govern, soldier, group, eritrean 
##  Topic 7: claim, forc, attack, troop, sever 
##  Topic 8: freedom, ogadeni, peopl, somali, africa 
##  Topic 9: ogaden, ethiopian, onlin, battl, armi 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -3.300, relative change = 5.927e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -3.298, relative change = 5.897e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -3.296, relative change = 5.894e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -3.294, relative change = 5.872e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -3.292, relative change = 5.684e-04) 
## Topic 1: rebel, ethiopia, victori, sep, militari 
##  Topic 2: africa, onlf, file, hos, lotta 
##  Topic 3: somali, polit, opposit, apr, dozen 
##  Topic 4: rebel, ethiopia, kill, say, fight 
##  Topic 5: --, ogaden, success, battlefield, ethiopian 
##  Topic 6: kill, soldier, govern, group, apr 
##  Topic 7: claim, forc, attack, troop, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, africa 
##  Topic 9: ogaden, ethiopian, onlin, battl, govern 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -3.291, relative change = 5.230e-04) 
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## Completing Iteration 57 (approx. per word bound = -3.289, relative change = 4.679e-04) 
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## Completing Iteration 58 (approx. per word bound = -3.288, relative change = 4.221e-04) 
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## Completing Iteration 60 (approx. per word bound = -3.285, relative change = 3.704e-04) 
## Topic 1: rebel, ethiopia, victori, sep, militari 
##  Topic 2: africa, file, hos, lotta, onlf 
##  Topic 3: somali, polit, apr, opposit, dozen 
##  Topic 4: rebel, kill, ethiopia, say, fight 
##  Topic 5: --, ogaden, success, battlefield, ethiopian 
##  Topic 6: soldier, kill, govern, group, ogaden 
##  Topic 7: claim, forc, attack, troop, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, africa 
##  Topic 9: ogaden, ethiopian, onlin, armi, govern 
## ..................................................................................................................
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## Completing Iteration 61 (approx. per word bound = -3.284, relative change = 3.539e-04) 
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## Completing Iteration 62 (approx. per word bound = -3.283, relative change = 3.354e-04) 
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## Completing Iteration 63 (approx. per word bound = -3.282, relative change = 3.123e-04) 
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## Completing Iteration 64 (approx. per word bound = -3.281, relative change = 2.880e-04) 
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## Completing Iteration 65 (approx. per word bound = -3.280, relative change = 2.700e-04) 
## Topic 1: rebel, ethiopia, victori, claim, sep 
##  Topic 2: africa, file, hos, lotta, menkhaus 
##  Topic 3: somali, polit, apr, africa, dozen 
##  Topic 4: rebel, kill, ethiopia, say, fight 
##  Topic 5: --, ogaden, success, ethiopian, battlefield 
##  Topic 6: soldier, kill, group, govern, ogaden 
##  Topic 7: claim, forc, govern, attack, troop 
##  Topic 8: freedom, ogadeni, peopl, somali, africa 
##  Topic 9: ogaden, ethiopian, onlin, armi, front 
## ..................................................................................................................
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## Completing Iteration 66 (approx. per word bound = -3.279, relative change = 2.599e-04) 
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## Completing Iteration 67 (approx. per word bound = -3.278, relative change = 2.580e-04) 
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## Completing Iteration 68 (approx. per word bound = -3.278, relative change = 2.582e-04) 
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## Completing Iteration 70 (approx. per word bound = -3.276, relative change = 2.176e-04) 
## Topic 1: rebel, ethiopia, victori, claim, sep 
##  Topic 2: africa, file, hos, lotta, menkhaus 
##  Topic 3: somali, polit, africa, apr, dozen 
##  Topic 4: rebel, kill, ethiopia, say, fight 
##  Topic 5: --, ogaden, ethiopian, success, battlefield 
##  Topic 6: soldier, kill, group, govern, ogaden 
##  Topic 7: claim, forc, govern, attack, troop 
##  Topic 8: freedom, ogadeni, peopl, somali, africa 
##  Topic 9: ogaden, ethiopian, onlin, rebel, armi 
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## Completing Iteration 71 (approx. per word bound = -3.275, relative change = 1.858e-04) 
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## Completing Iteration 75 (approx. per word bound = -3.274, relative change = 1.237e-04) 
## Topic 1: rebel, ethiopia, victori, claim, sep 
##  Topic 2: africa, file, hos, lotta, menkhaus 
##  Topic 3: somali, polit, africa, apr, dozen 
##  Topic 4: rebel, kill, ethiopia, say, fight 
##  Topic 5: --, ogaden, ethiopian, success, battlefield 
##  Topic 6: soldier, kill, group, govern, ogaden 
##  Topic 7: claim, forc, govern, attack, troop 
##  Topic 8: freedom, ogadeni, peopl, somali, africa 
##  Topic 9: ogaden, ethiopian, onlin, rebel, armi 
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## Completing Iteration 76 (approx. per word bound = -3.273, relative change = 1.224e-04) 
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## Completing Iteration 80 (approx. per word bound = -3.272, relative change = 1.103e-04) 
## Topic 1: rebel, ethiopia, victori, claim, sep 
##  Topic 2: africa, file, hos, lotta, menkhaus 
##  Topic 3: somali, polit, africa, apr, dozen 
##  Topic 4: rebel, kill, ethiopia, say, troop 
##  Topic 5: --, ogaden, ethiopian, success, battlefield 
##  Topic 6: soldier, kill, group, govern, ogaden 
##  Topic 7: claim, forc, govern, attack, troop 
##  Topic 8: freedom, ogadeni, peopl, somali, africa 
##  Topic 9: ogaden, ethiopian, onlin, rebel, armi 
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## Completing Iteration 81 (approx. per word bound = -3.271, relative change = 1.128e-04) 
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## Completing Iteration 82 (approx. per word bound = -3.271, relative change = 1.198e-04) 
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## Completing Iteration 83 (approx. per word bound = -3.271, relative change = 1.190e-04) 
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## Completing Iteration 84 (approx. per word bound = -3.270, relative change = 1.089e-04) 
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## Completing Iteration 85 (approx. per word bound = -3.270, relative change = 9.682e-05) 
## Topic 1: rebel, ethiopia, victori, claim, sep 
##  Topic 2: africa, file, hos, lotta, menkhaus 
##  Topic 3: somali, africa, polit, apr, dozen 
##  Topic 4: rebel, kill, ethiopia, say, troop 
##  Topic 5: --, ogaden, ethiopian, success, battlefield 
##  Topic 6: soldier, kill, group, govern, ogaden 
##  Topic 7: claim, govern, forc, attack, troop 
##  Topic 8: freedom, ogadeni, peopl, somali, africa 
##  Topic 9: ogaden, ethiopian, onlin, rebel, armi 
## ..................................................................................................................
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## Completing Iteration 86 (approx. per word bound = -3.270, relative change = 8.929e-05) 
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## Completing Iteration 87 (approx. per word bound = -3.269, relative change = 8.657e-05) 
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## Completing Iteration 88 (approx. per word bound = -3.269, relative change = 8.820e-05) 
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## Completing Iteration 89 (approx. per word bound = -3.269, relative change = 8.814e-05) 
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## Completing Iteration 90 (approx. per word bound = -3.268, relative change = 9.403e-05) 
## Topic 1: rebel, ethiopia, victori, claim, sep 
##  Topic 2: africa, file, hos, lotta, menkhaus 
##  Topic 3: somali, africa, polit, apr, dozen 
##  Topic 4: rebel, kill, ethiopia, say, troop 
##  Topic 5: --, ogaden, ethiopian, success, battlefield 
##  Topic 6: soldier, kill, group, govern, ogaden 
##  Topic 7: claim, govern, forc, attack, troop 
##  Topic 8: freedom, ogadeni, peopl, somali, africa 
##  Topic 9: ogaden, ethiopian, onlin, rebel, africa 
## ..................................................................................................................
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## Completing Iteration 91 (approx. per word bound = -3.268, relative change = 9.356e-05) 
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## Completing Iteration 92 (approx. per word bound = -3.268, relative change = 9.205e-05) 
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## Completing Iteration 93 (approx. per word bound = -3.268, relative change = 8.755e-05) 
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## Completing Iteration 94 (approx. per word bound = -3.267, relative change = 8.020e-05) 
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## Completing Iteration 95 (approx. per word bound = -3.267, relative change = 7.196e-05) 
## Topic 1: ethiopia, rebel, victori, claim, sep 
##  Topic 2: africa, file, hos, lotta, menkhaus 
##  Topic 3: somali, africa, polit, apr, dozen 
##  Topic 4: rebel, kill, ethiopia, say, troop 
##  Topic 5: --, ogaden, ethiopian, success, battlefield 
##  Topic 6: soldier, kill, group, govern, ogaden 
##  Topic 7: claim, govern, forc, attack, troop 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, onlin, rebel, africa 
## ..................................................................................................................
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## Completing Iteration 96 (approx. per word bound = -3.267, relative change = 6.363e-05) 
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## Completing Iteration 97 (approx. per word bound = -3.267, relative change = 5.739e-05) 
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## Completing Iteration 98 (approx. per word bound = -3.266, relative change = 5.535e-05) 
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## Completing Iteration 99 (approx. per word bound = -3.266, relative change = 6.067e-05) 
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## Completing Iteration 100 (approx. per word bound = -3.266, relative change = 7.442e-05) 
## Topic 1: ethiopia, rebel, victori, claim, sep 
##  Topic 2: africa, file, hos, lotta, menkhaus 
##  Topic 3: somali, africa, polit, apr, dozen 
##  Topic 4: rebel, kill, ethiopia, say, troop 
##  Topic 5: --, ogaden, ethiopian, success, battlefield 
##  Topic 6: soldier, kill, group, govern, rebel 
##  Topic 7: claim, govern, forc, attack, troop 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, onlin, rebel, africa 
## ..................................................................................................................
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## Completing Iteration 101 (approx. per word bound = -3.266, relative change = 9.500e-05) 
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## Completing Iteration 102 (approx. per word bound = -3.265, relative change = 1.148e-04) 
## ..................................................................................................................
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## Completing Iteration 103 (approx. per word bound = -3.265, relative change = 1.240e-04) 
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## Completing Iteration 104 (approx. per word bound = -3.265, relative change = 1.194e-04) 
## ..................................................................................................................
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## Completing Iteration 105 (approx. per word bound = -3.264, relative change = 1.036e-04) 
## Topic 1: ethiopia, rebel, victori, claim, sep 
##  Topic 2: africa, file, hos, lotta, onlf 
##  Topic 3: somali, africa, polit, apr, dozen 
##  Topic 4: rebel, kill, ethiopia, say, troop 
##  Topic 5: --, ogaden, ethiopian, success, battlefield 
##  Topic 6: soldier, kill, group, govern, rebel 
##  Topic 7: claim, govern, forc, attack, troop 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, onlin, rebel, africa 
## ..................................................................................................................
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## Completing Iteration 106 (approx. per word bound = -3.264, relative change = 8.378e-05) 
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## Completing Iteration 107 (approx. per word bound = -3.264, relative change = 6.425e-05) 
## ..................................................................................................................
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## Completing Iteration 108 (approx. per word bound = -3.264, relative change = 4.861e-05) 
## ..................................................................................................................
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## Completing Iteration 109 (approx. per word bound = -3.263, relative change = 3.824e-05) 
## ..................................................................................................................
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## Completing Iteration 110 (approx. per word bound = -3.263, relative change = 3.605e-05) 
## Topic 1: ethiopia, rebel, victori, claim, sep 
##  Topic 2: africa, file, hos, lotta, onlf 
##  Topic 3: somali, africa, polit, apr, dozen 
##  Topic 4: rebel, kill, ethiopia, say, troop 
##  Topic 5: --, ogaden, ethiopian, success, battlefield 
##  Topic 6: kill, soldier, group, govern, rebel 
##  Topic 7: claim, govern, forc, attack, troop 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, onlin, rebel, africa 
## ..................................................................................................................
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## Completing Iteration 111 (approx. per word bound = -3.263, relative change = 4.032e-05) 
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## Completing Iteration 112 (approx. per word bound = -3.263, relative change = 5.932e-05) 
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## Completing Iteration 113 (approx. per word bound = -3.263, relative change = 1.091e-04) 
## ..................................................................................................................
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## Completing Iteration 114 (approx. per word bound = -3.262, relative change = 1.922e-04) 
## ..................................................................................................................
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## Completing Iteration 115 (approx. per word bound = -3.261, relative change = 1.985e-04) 
## Topic 1: ethiopia, rebel, victori, claim, sep 
##  Topic 2: africa, file, hos, lotta, onlf 
##  Topic 3: somali, africa, polit, apr, dozen 
##  Topic 4: rebel, kill, ethiopia, soldier, say 
##  Topic 5: --, ogaden, ethiopian, success, battlefield 
##  Topic 6: kill, soldier, group, govern, rebel 
##  Topic 7: claim, forc, govern, attack, troop 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, onlin, africa, rebel 
## ..................................................................................................................
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## Completing Iteration 116 (approx. per word bound = -3.261, relative change = 1.131e-04) 
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## Completing Iteration 117 (approx. per word bound = -3.261, relative change = 6.918e-05) 
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## Completing Iteration 118 (approx. per word bound = -3.261, relative change = 6.009e-05) 
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## Completing Iteration 119 (approx. per word bound = -3.260, relative change = 6.367e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 120 (approx. per word bound = -3.260, relative change = 7.120e-05) 
## Topic 1: ethiopia, rebel, victori, claim, sep 
##  Topic 2: africa, onlf, file, hos, lotta 
##  Topic 3: somali, africa, polit, apr, dozen 
##  Topic 4: rebel, kill, ethiopia, soldier, say 
##  Topic 5: --, ogaden, ethiopian, success, battlefield 
##  Topic 6: kill, soldier, group, govern, rebel 
##  Topic 7: claim, forc, govern, attack, troop 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, onlin, africa, rebel 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 121 (approx. per word bound = -3.260, relative change = 8.228e-05) 
## ..................................................................................................................
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## Completing Iteration 122 (approx. per word bound = -3.260, relative change = 9.902e-05) 
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## Completing Iteration 123 (approx. per word bound = -3.259, relative change = 1.205e-04) 
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## Completed E-Step (0 seconds). 
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## Completing Iteration 124 (approx. per word bound = -3.259, relative change = 1.459e-04) 
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## Completed E-Step (0 seconds). 
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## Completing Iteration 125 (approx. per word bound = -3.258, relative change = 1.687e-04) 
## Topic 1: ethiopia, rebel, victori, claim, sep 
##  Topic 2: africa, onlf, file, hos, lotta 
##  Topic 3: africa, somali, polit, apr, text 
##  Topic 4: rebel, kill, ethiopia, soldier, say 
##  Topic 5: --, ogaden, ethiopian, success, battlefield 
##  Topic 6: kill, soldier, govern, group, rebel 
##  Topic 7: claim, forc, govern, attack, troop 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, onlin, africa, rebel 
## ..................................................................................................................
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## Completing Iteration 126 (approx. per word bound = -3.257, relative change = 1.920e-04) 
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## Completing Iteration 127 (approx. per word bound = -3.257, relative change = 2.187e-04) 
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## Completing Iteration 128 (approx. per word bound = -3.256, relative change = 1.770e-04) 
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## Completing Iteration 129 (approx. per word bound = -3.256, relative change = 1.266e-04) 
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## Completed E-Step (0 seconds). 
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## Completing Iteration 130 (approx. per word bound = -3.255, relative change = 1.128e-04) 
## Topic 1: ethiopia, rebel, claim, victori, sep 
##  Topic 2: africa, onlf, file, hos, lotta 
##  Topic 3: africa, somali, polit, apr, text 
##  Topic 4: rebel, kill, ethiopia, soldier, say 
##  Topic 5: --, ethiopian, ogaden, success, battlefield 
##  Topic 6: kill, soldier, govern, rebel, group 
##  Topic 7: claim, forc, govern, attack, ogaden 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, onlin, africa, rebel 
## ..................................................................................................................
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## Completing Iteration 131 (approx. per word bound = -3.255, relative change = 1.100e-04) 
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## Completing Iteration 132 (approx. per word bound = -3.255, relative change = 1.107e-04) 
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## Completing Iteration 133 (approx. per word bound = -3.254, relative change = 1.151e-04) 
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## Completing Iteration 134 (approx. per word bound = -3.254, relative change = 1.182e-04) 
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## Completed E-Step (0 seconds). 
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## Completing Iteration 135 (approx. per word bound = -3.254, relative change = 1.204e-04) 
## Topic 1: ethiopia, rebel, claim, victori, sep 
##  Topic 2: africa, onlf, file, hos, lotta 
##  Topic 3: africa, somali, polit, apr, text 
##  Topic 4: rebel, kill, ethiopia, soldier, say 
##  Topic 5: --, ethiopian, ogaden, success, battlefield 
##  Topic 6: kill, soldier, govern, rebel, group 
##  Topic 7: claim, ogaden, forc, attack, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, onlin, africa, rebel 
## ..................................................................................................................
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## Completing Iteration 136 (approx. per word bound = -3.253, relative change = 1.165e-04) 
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## Completing Iteration 137 (approx. per word bound = -3.253, relative change = 1.055e-04) 
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## Completing Iteration 138 (approx. per word bound = -3.253, relative change = 9.267e-05) 
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## Completed E-Step (0 seconds). 
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## Completing Iteration 139 (approx. per word bound = -3.252, relative change = 8.467e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 140 (approx. per word bound = -3.252, relative change = 8.410e-05) 
## Topic 1: ethiopia, rebel, claim, victori, sep 
##  Topic 2: africa, onlf, file, hos, lotta 
##  Topic 3: africa, somali, polit, apr, text 
##  Topic 4: rebel, kill, ethiopia, soldier, say 
##  Topic 5: --, ethiopian, ogaden, success, battlefield 
##  Topic 6: kill, soldier, govern, rebel, group 
##  Topic 7: claim, ogaden, attack, govern, forc 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, onlin, africa, rebel 
## ..................................................................................................................
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## Completing Iteration 141 (approx. per word bound = -3.252, relative change = 9.384e-05) 
## ..................................................................................................................
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## Completing Iteration 142 (approx. per word bound = -3.251, relative change = 9.106e-05) 
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## Completing Iteration 145 (approx. per word bound = -3.251, relative change = 9.812e-05) 
## Topic 1: ethiopia, rebel, claim, victori, battl 
##  Topic 2: africa, onlf, file, hos, lotta 
##  Topic 3: africa, somali, polit, apr, text 
##  Topic 4: rebel, kill, ethiopia, soldier, say 
##  Topic 5: --, ethiopian, ogaden, success, battlefield 
##  Topic 6: kill, soldier, govern, rebel, group 
##  Topic 7: claim, ogaden, attack, govern, troop 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, onlin, africa, rebel 
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## Completing Iteration 146 (approx. per word bound = -3.250, relative change = 2.612e-04) 
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## Completing Iteration 150 (approx. per word bound = -3.249, relative change = 2.582e-05) 
## Topic 1: ethiopia, rebel, claim, victori, battl 
##  Topic 2: africa, onlf, file, hos, lotta 
##  Topic 3: africa, somali, apr, polit, text 
##  Topic 4: rebel, kill, ethiopia, soldier, say 
##  Topic 5: --, ethiopian, ogaden, success, battlefield 
##  Topic 6: kill, soldier, govern, rebel, group 
##  Topic 7: claim, ogaden, attack, govern, troop 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, onlin, africa, rebel 
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## Topic 1: ethiopia, rebel, claim, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, polit 
##  Topic 4: rebel, kill, ethiopia, soldier, say 
##  Topic 5: --, ethiopian, ogaden, success, battlefield 
##  Topic 6: kill, soldier, govern, rebel, group 
##  Topic 7: claim, ogaden, attack, troop, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, onlin, africa, rebel 
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## Completing Iteration 160 (approx. per word bound = -3.247, relative change = 2.987e-05) 
## Topic 1: ethiopia, rebel, claim, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, dozen 
##  Topic 4: rebel, kill, ethiopia, soldier, say 
##  Topic 5: --, ethiopian, ogaden, success, battlefield 
##  Topic 6: kill, soldier, govern, rebel, group 
##  Topic 7: claim, ogaden, attack, rebel, troop 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, onlin, africa, rebel 
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## Completing Iteration 165 (approx. per word bound = -3.246, relative change = 1.531e-04) 
## Topic 1: ethiopia, rebel, claim, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, dozen 
##  Topic 4: rebel, kill, ethiopia, soldier, say 
##  Topic 5: --, ethiopian, ogaden, success, battlefield 
##  Topic 6: kill, soldier, govern, rebel, group 
##  Topic 7: claim, ogaden, rebel, attack, troop 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, onlin, africa, govern 
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## Completing Iteration 170 (approx. per word bound = -3.241, relative change = 3.428e-04) 
## Topic 1: ethiopia, claim, rebel, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, dozen 
##  Topic 4: kill, rebel, ethiopia, soldier, say 
##  Topic 5: --, ethiopian, ogaden, success, rebel 
##  Topic 6: kill, soldier, govern, rebel, group 
##  Topic 7: ogaden, rebel, claim, attack, troop 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, onlin, africa, rebel 
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## Completing Iteration 171 (approx. per word bound = -3.240, relative change = 4.182e-04) 
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## Completing Iteration 175 (approx. per word bound = -3.237, relative change = 1.207e-04) 
## Topic 1: ethiopia, claim, rebel, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, dozen 
##  Topic 4: kill, rebel, ethiopia, soldier, say 
##  Topic 5: --, ethiopian, ogaden, rebel, success 
##  Topic 6: kill, soldier, govern, rebel, group 
##  Topic 7: ogaden, rebel, attack, troop, claim 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, onlin, africa, rebel 
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## Completing Iteration 176 (approx. per word bound = -3.236, relative change = 1.485e-04) 
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## Completing Iteration 180 (approx. per word bound = -3.234, relative change = 5.883e-05) 
## Topic 1: ethiopia, claim, rebel, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, dozen 
##  Topic 4: kill, ethiopia, rebel, soldier, say 
##  Topic 5: --, ethiopian, rebel, ogaden, success 
##  Topic 6: kill, soldier, govern, rebel, group 
##  Topic 7: ogaden, rebel, attack, troop, claim 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, onlin, africa, rebel 
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## Completing Iteration 181 (approx. per word bound = -3.234, relative change = 5.568e-05) 
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## Completing Iteration 185 (approx. per word bound = -3.232, relative change = 1.071e-04) 
## Topic 1: ethiopia, claim, rebel, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, dozen 
##  Topic 4: kill, ethiopia, rebel, soldier, say 
##  Topic 5: --, rebel, ethiopian, ogaden, success 
##  Topic 6: kill, soldier, govern, rebel, group 
##  Topic 7: ogaden, rebel, attack, troop, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, onlin, africa, rebel 
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## Completing Iteration 186 (approx. per word bound = -3.232, relative change = 7.356e-05) 
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## Completing Iteration 187 (approx. per word bound = -3.232, relative change = 9.600e-05) 
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## Completing Iteration 188 (approx. per word bound = -3.231, relative change = 1.231e-04) 
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## Completing Iteration 190 (approx. per word bound = -3.230, relative change = 1.586e-04) 
## Topic 1: ethiopia, claim, rebel, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, dozen 
##  Topic 4: kill, ethiopia, rebel, soldier, say 
##  Topic 5: --, rebel, ethiopian, ogaden, success 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, rebel, troop, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, africa, onlin, rebel 
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## Completing Iteration 191 (approx. per word bound = -3.230, relative change = 1.601e-04) 
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## Completing Iteration 193 (approx. per word bound = -3.229, relative change = 1.605e-04) 
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## Completing Iteration 194 (approx. per word bound = -3.228, relative change = 1.562e-04) 
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## Completing Iteration 195 (approx. per word bound = -3.228, relative change = 1.474e-04) 
## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, dozen 
##  Topic 4: ethiopia, kill, rebel, say, fight 
##  Topic 5: --, rebel, ogaden, ethiopian, success 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, africa, onlin, rebel 
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## Completing Iteration 196 (approx. per word bound = -3.227, relative change = 1.330e-04) 
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## Completing Iteration 198 (approx. per word bound = -3.227, relative change = 9.129e-05) 
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## Completing Iteration 199 (approx. per word bound = -3.226, relative change = 7.931e-05) 
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## Completing Iteration 200 (approx. per word bound = -3.226, relative change = 7.013e-05) 
## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, dozen 
##  Topic 4: ethiopia, kill, rebel, say, fight 
##  Topic 5: --, rebel, ogaden, ethiopian, success 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, africa, onlin, rebel 
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## Completing Iteration 201 (approx. per word bound = -3.226, relative change = 6.164e-05) 
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## Completing Iteration 202 (approx. per word bound = -3.226, relative change = 5.375e-05) 
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## Completing Iteration 203 (approx. per word bound = -3.226, relative change = 4.796e-05) 
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## Completing Iteration 204 (approx. per word bound = -3.225, relative change = 1.104e-04) 
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## Completing Iteration 205 (approx. per word bound = -3.225, relative change = 1.951e-04) 
## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, dozen 
##  Topic 4: ethiopia, rebel, kill, say, fight 
##  Topic 5: --, rebel, ogaden, ethiopian, success 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, africa, onlin, rebel 
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## Completing Iteration 206 (approx. per word bound = -3.224, relative change = 6.016e-05) 
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## Completing Iteration 207 (approx. per word bound = -3.224, relative change = 1.370e-04) 
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## Completing Iteration 208 (approx. per word bound = -3.224, relative change = 1.187e-04) 
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## Completing Iteration 209 (approx. per word bound = -3.224, relative change = 2.464e-05) 
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## Completing Iteration 210 (approx. per word bound = -3.223, relative change = 2.038e-05) 
## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, dozen 
##  Topic 4: ethiopia, rebel, kill, say, fight 
##  Topic 5: --, rebel, ogaden, ethiopian, success 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, africa, rebel, onlin 
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## Completing Iteration 211 (approx. per word bound = -3.223, relative change = 1.036e-04) 
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## Completing Iteration 212 (approx. per word bound = -3.222, relative change = 2.975e-04) 
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## Completing Iteration 213 (approx. per word bound = -3.222, relative change = 5.823e-05) 
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## Completing Iteration 214 (approx. per word bound = -3.222, relative change = 4.367e-05) 
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## Completing Iteration 215 (approx. per word bound = -3.222, relative change = 4.330e-05) 
## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, dozen 
##  Topic 4: ethiopia, rebel, kill, say, fight 
##  Topic 5: --, rebel, ogaden, ethiopian, success 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, africa, rebel, onlin 
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## Completing Iteration 216 (approx. per word bound = -3.222, relative change = 4.347e-05) 
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## Completing Iteration 217 (approx. per word bound = -3.221, relative change = 4.361e-05) 
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## Completing Iteration 218 (approx. per word bound = -3.221, relative change = 4.205e-05) 
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## Completing Iteration 219 (approx. per word bound = -3.221, relative change = 4.099e-05) 
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## Completing Iteration 220 (approx. per word bound = -3.221, relative change = 4.002e-05) 
## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, dozen 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, rebel, ogaden, ethiopian, success 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, africa, rebel, onlin 
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## Completing Iteration 221 (approx. per word bound = -3.221, relative change = 3.984e-05) 
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## Completing Iteration 222 (approx. per word bound = -3.221, relative change = 3.976e-05) 
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## Completing Iteration 223 (approx. per word bound = -3.221, relative change = 3.914e-05) 
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## Completing Iteration 224 (approx. per word bound = -3.221, relative change = 3.879e-05) 
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## Completing Iteration 225 (approx. per word bound = -3.220, relative change = 3.963e-05) 
## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, eiu 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, rebel, ogaden, ethiopian, success 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, africa, rebel, onlin 
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## Completing Iteration 226 (approx. per word bound = -3.220, relative change = 4.093e-05) 
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## Completing Iteration 227 (approx. per word bound = -3.220, relative change = 4.389e-05) 
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## Completing Iteration 228 (approx. per word bound = -3.220, relative change = 5.770e-05) 
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## Completing Iteration 230 (approx. per word bound = -3.219, relative change = 1.347e-04) 
## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, eiu 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, rebel, ogaden, ethiopian, success 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, africa, rebel, onlin 
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## Completing Iteration 235 (approx. per word bound = -3.218, relative change = 1.012e-04) 
## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, eiu 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, rebel, ogaden, ethiopian, success 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, africa, rebel, onlin 
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## Completing Iteration 236 (approx. per word bound = -3.217, relative change = 1.304e-04) 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, eiu 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, rebel, ogaden, ethiopian, success 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, africa, rebel, onlin 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, eiu 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, rebel, ogaden, ethiopian, success 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, africa, rebel, kill 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, eiu 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, rebel, ogaden, ethiopian, success 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, africa, rebel, kill 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, eiu 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, rebel, ogaden, success, ethiopian 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ogaden, ethiopian, africa, rebel, kill 
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## Completing Iteration 260 (approx. per word bound = -3.211, relative change = 1.020e-04) 
## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, eiu 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, rebel, ogaden, success, ethiopian 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ethiopian, ogaden, africa, rebel, kill 
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## Completing Iteration 265 (approx. per word bound = -3.210, relative change = 6.722e-05) 
## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, eiu 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, rebel, ogaden, success, battlefield 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ethiopian, ogaden, africa, rebel, kill 
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## Completing Iteration 270 (approx. per word bound = -3.209, relative change = 6.694e-05) 
## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, eiu 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, rebel, ogaden, success, battlefield 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ethiopian, ogaden, africa, rebel, kill 
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## Completing Iteration 271 (approx. per word bound = -3.209, relative change = 6.891e-05) 
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## Completing Iteration 274 (approx. per word bound = -3.208, relative change = 9.054e-05) 
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## Completing Iteration 275 (approx. per word bound = -3.208, relative change = 1.109e-04) 
## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, ethiomedia 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, rebel, ogaden, success, battlefield 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ethiopian, ogaden, africa, rebel, kill 
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## Completing Iteration 276 (approx. per word bound = -3.207, relative change = 2.061e-04) 
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## Completing Iteration 280 (approx. per word bound = -3.203, relative change = 1.231e-04) 
## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, ethiomedia 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, rebel, success, ogaden, battlefield 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ethiopian, ogaden, africa, rebel, kill 
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## Completing Iteration 281 (approx. per word bound = -3.203, relative change = 1.139e-04) 
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## Completing Iteration 283 (approx. per word bound = -3.202, relative change = 1.189e-04) 
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## Completing Iteration 284 (approx. per word bound = -3.202, relative change = 1.158e-04) 
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## Completing Iteration 285 (approx. per word bound = -3.201, relative change = 1.088e-04) 
## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, ethiomedia 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, rebel, success, ogaden, battlefield 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ethiopian, ogaden, africa, rebel, kill 
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## Completing Iteration 286 (approx. per word bound = -3.201, relative change = 1.094e-04) 
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## Completing Iteration 287 (approx. per word bound = -3.200, relative change = 1.085e-04) 
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## Completing Iteration 290 (approx. per word bound = -3.199, relative change = 9.702e-05) 
## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, ethiomedia 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, success, rebel, ogaden, battlefield 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ethiopian, ogaden, africa, rebel, kill 
## ..................................................................................................................
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## Completing Iteration 291 (approx. per word bound = -3.199, relative change = 8.556e-05) 
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## Completing Iteration 294 (approx. per word bound = -3.199, relative change = 6.778e-05) 
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## Completing Iteration 295 (approx. per word bound = -3.198, relative change = 6.450e-05) 
## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, ethiomedia 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, success, ogaden, rebel, battlefield 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ethiopian, ogaden, africa, rebel, kill 
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## Completing Iteration 296 (approx. per word bound = -3.198, relative change = 6.197e-05) 
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## Completing Iteration 299 (approx. per word bound = -3.198, relative change = 5.477e-05) 
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## Completing Iteration 300 (approx. per word bound = -3.197, relative change = 5.174e-05) 
## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, ethiomedia 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, success, ogaden, battlefield, rebel 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ethiopian, ogaden, africa, rebel, kill 
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## Completing Iteration 301 (approx. per word bound = -3.197, relative change = 4.945e-05) 
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## Completing Iteration 305 (approx. per word bound = -3.197, relative change = 4.123e-05) 
## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, ethiomedia 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, success, ogaden, battlefield, rebel 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ethiopian, ogaden, africa, rebel, kill 
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## Completing Iteration 307 (approx. per word bound = -3.196, relative change = 3.845e-05) 
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## Completing Iteration 308 (approx. per word bound = -3.196, relative change = 3.682e-05) 
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## Completing Iteration 309 (approx. per word bound = -3.196, relative change = 3.464e-05) 
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## Completing Iteration 310 (approx. per word bound = -3.196, relative change = 3.395e-05) 
## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, onlf, file, hos 
##  Topic 3: africa, somali, apr, text, ethiomedia 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, success, ogaden, battlefield, rebel 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ethiopian, ogaden, africa, rebel, kill 
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## Completing Iteration 314 (approx. per word bound = -3.196, relative change = 3.002e-05) 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
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##  Topic 3: africa, somali, apr, text, ethiomedia 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, success, ogaden, battlefield, claim 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
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##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, success, battlefield, ogaden, claim 
##  Topic 6: kill, soldier, rebel, govern, group 
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##  Topic 8: freedom, ogadeni, peopl, somali, jun 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, aggreg, onlf, file 
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##  Topic 4: ethiopia, rebel, say, kill, fight 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, aggreg, onlf, file 
##  Topic 3: africa, somali, apr, text, jun 
##  Topic 4: ethiopia, rebel, say, kill, fight 
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##  Topic 6: kill, soldier, rebel, govern, group 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, aggreg, onlf, file 
##  Topic 3: africa, somali, apr, text, jun 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, success, battlefield, ogaden, claim 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ethiopian, ogaden, africa, rebel, kill 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
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##  Topic 3: africa, somali, apr, text, jun 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, success, ogaden, battlefield, claim 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
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##  Topic 3: africa, somali, apr, text, jun 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, success, ogaden, battlefield, claim 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ethiopian, ogaden, africa, rebel, kill 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
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##  Topic 3: africa, somali, apr, text, jun 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, success, africa, ogaden, battlefield 
##  Topic 6: kill, soldier, rebel, govern, group 
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##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ethiopian, ogaden, africa, rebel, kill 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
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##  Topic 3: africa, somali, apr, text, jun 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, africa, success, rebel, ogaden 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, jun 
##  Topic 9: ethiopian, ogaden, africa, rebel, kill 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
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##  Topic 4: ethiopia, rebel, say, kill, fight 
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##  Topic 6: kill, soldier, rebel, govern, group 
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##  Topic 8: freedom, ogadeni, peopl, somali, jun 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
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##  Topic 4: ethiopia, rebel, say, kill, fight 
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##  Topic 8: freedom, ogadeni, peopl, somali, africa 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
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##  Topic 4: ethiopia, rebel, say, kill, fight 
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##  Topic 6: kill, soldier, rebel, govern, group 
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##  Topic 8: freedom, ogadeni, peopl, somali, africa 
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## Completing Iteration 400 (approx. per word bound = -3.182, relative change = 3.435e-05) 
## Topic 1: claim, ethiopia, rebel, victori, battl 
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##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, africa, rebel, ogaden, ethiopian 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, africa 
##  Topic 9: ogaden, ethiopian, africa, rebel, kill 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, aggreg, onlf, file 
##  Topic 3: africa, somali, jun, apr, text 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, africa, rebel, ogaden, ethiopian 
##  Topic 6: kill, soldier, rebel, govern, group 
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##  Topic 8: freedom, ogadeni, peopl, somali, africa 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
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##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, africa, rebel, ogaden, ethiopian 
##  Topic 6: kill, soldier, rebel, govern, group 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
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##  Topic 3: africa, somali, jun, apr, text 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, africa, rebel, ogaden, ethiopian 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, africa 
##  Topic 9: ogaden, ethiopian, africa, rebel, kill 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
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##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, africa, rebel, ogaden, ethiopian 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, aggreg, onlf, file 
##  Topic 3: africa, somali, jun, apr, text 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, africa, rebel, ogaden, ethiopian 
##  Topic 6: kill, soldier, rebel, govern, group 
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##  Topic 8: freedom, ogadeni, peopl, somali, africa 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, aggreg, onlf, file 
##  Topic 3: africa, somali, jun, apr, text 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, africa, rebel, ogaden, ethiopian 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: ogaden, attack, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, africa 
##  Topic 9: ogaden, ethiopian, africa, rebel, kill 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
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##  Topic 3: africa, somali, jun, apr, text 
##  Topic 4: ethiopia, rebel, say, kill, fight 
##  Topic 5: --, africa, rebel, ogaden, ethiopian 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: attack, ogaden, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, africa 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
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##  Topic 3: africa, somali, jun, apr, text 
##  Topic 4: ethiopia, rebel, say, kill, somali 
##  Topic 5: --, africa, rebel, ogaden, ethiopian 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: attack, ogaden, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, africa 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
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##  Topic 3: africa, somali, jun, apr, text 
##  Topic 4: ethiopia, rebel, say, kill, somali 
##  Topic 5: --, africa, rebel, ogaden, ethiopian 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: attack, ogaden, troop, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, africa 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
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##  Topic 3: africa, somali, jun, apr, text 
##  Topic 4: ethiopia, rebel, say, kill, somali 
##  Topic 5: --, africa, rebel, ogaden, ethiopian 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: attack, troop, ogaden, rebel, govern 
##  Topic 8: freedom, ogadeni, peopl, somali, africa 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
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##  Topic 4: ethiopia, rebel, say, kill, somali 
##  Topic 5: --, africa, rebel, ogaden, ethiopian 
##  Topic 6: kill, soldier, rebel, govern, group 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
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##  Topic 4: ethiopia, rebel, say, kill, somali 
##  Topic 5: --, africa, rebel, ogaden, ethiopian 
##  Topic 6: kill, soldier, rebel, govern, group 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
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##  Topic 4: ethiopia, rebel, say, kill, somali 
##  Topic 5: --, africa, rebel, ogaden, ethiopian 
##  Topic 6: kill, soldier, rebel, govern, group 
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##  Topic 8: freedom, ogadeni, peopl, somali, africa 
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## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, aggreg, onlf, file 
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##  Topic 4: ethiopia, rebel, say, kill, somali 
##  Topic 5: --, africa, rebel, ogaden, ethiopian 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: attack, troop, govern, rebel, ogaden 
##  Topic 8: freedom, ogadeni, peopl, somali, africa 
##  Topic 9: ethiopian, ogaden, africa, rebel, kill 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 486 (approx. per word bound = -3.174, relative change = 2.878e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 487 (approx. per word bound = -3.173, relative change = 2.711e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 488 (approx. per word bound = -3.173, relative change = 2.482e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 489 (approx. per word bound = -3.173, relative change = 2.357e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 490 (approx. per word bound = -3.173, relative change = 2.219e-05) 
## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, aggreg, onlf, file 
##  Topic 3: africa, somali, jun, apr, text 
##  Topic 4: ethiopia, rebel, say, kill, somali 
##  Topic 5: --, africa, rebel, ogaden, ethiopian 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: attack, troop, govern, rebel, ogaden 
##  Topic 8: freedom, ogadeni, peopl, somali, africa 
##  Topic 9: ogaden, ethiopian, africa, rebel, kill 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 491 (approx. per word bound = -3.173, relative change = 2.035e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 492 (approx. per word bound = -3.173, relative change = 1.948e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 493 (approx. per word bound = -3.173, relative change = 1.900e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 494 (approx. per word bound = -3.173, relative change = 1.912e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 495 (approx. per word bound = -3.173, relative change = 2.051e-05) 
## Topic 1: claim, ethiopia, rebel, victori, battl 
##  Topic 2: africa, polit, aggreg, onlf, file 
##  Topic 3: africa, somali, jun, apr, text 
##  Topic 4: ethiopia, rebel, say, kill, somali 
##  Topic 5: --, africa, rebel, ogaden, ethiopian 
##  Topic 6: kill, soldier, rebel, govern, group 
##  Topic 7: attack, troop, govern, rebel, forc 
##  Topic 8: freedom, ogadeni, peopl, somali, africa 
##  Topic 9: ogaden, ethiopian, africa, rebel, kill 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 496 (approx. per word bound = -3.173, relative change = 2.381e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 497 (approx. per word bound = -3.173, relative change = 3.680e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 498 (approx. per word bound = -3.172, relative change = 8.049e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 499 (approx. per word bound = -3.172, relative change = 1.138e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Terminated Before Convergence Reached 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ..........
##   Recovering initialization...
##      ..
## Initialization complete.
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.358) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -3.958, relative change = 9.187e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -3.844, relative change = 2.876e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -3.701, relative change = 3.733e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -3.640, relative change = 1.651e-02) 
## Topic 1: ogaden, claim, forc, militari, somali 
##  Topic 2: group, ethiopian, --, battlefield, battl 
##  Topic 3: sep, onlin, polit, jun, victori 
##  Topic 4: ogaden, claim, forc, militari, somali 
##  Topic 5: kill, somali, apr, ethiopian, say 
##  Topic 6: troop, onlf, aggreg, die, hundr 
##  Topic 7: rebel, ethiopia, attack, success, africa 
##  Topic 8: africa, govern, soldier, ethiopian, communiqu 
##  Topic 9: somali, freedom, battl, recent, region 
##  Topic 10: ogadeni, peopl, freedom, armi, claim 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -3.573, relative change = 1.817e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -3.515, relative change = 1.638e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -3.480, relative change = 9.904e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -3.457, relative change = 6.647e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -3.439, relative change = 5.052e-03) 
## Topic 1: ogaden, claim, forc, govt, victori 
##  Topic 2: ethiopian, group, --, battlefield, success 
##  Topic 3: sep, polit, onlin, jun, opposit 
##  Topic 4: claim, forc, ogaden, victori, militari 
##  Topic 5: kill, apr, ethiopian, somali, say 
##  Topic 6: troop, onlf, aggreg, die, hundr 
##  Topic 7: rebel, ethiopia, attack, victori, loyalist 
##  Topic 8: africa, govern, soldier, ethiopian, dozen 
##  Topic 9: somali, freedom, battl, recent, region 
##  Topic 10: ogadeni, peopl, freedom, crime, catalogu 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -3.427, relative change = 3.751e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -3.416, relative change = 3.167e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -3.406, relative change = 2.940e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -3.397, relative change = 2.438e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -3.391, relative change = 1.877e-03) 
## Topic 1: ogaden, claim, battl, govt, victori 
##  Topic 2: ethiopian, group, --, success, battlefield 
##  Topic 3: sep, polit, jun, onlin, armi 
##  Topic 4: forc, claim, victori, ogaden, militari 
##  Topic 5: kill, apr, ethiopian, say, clash 
##  Topic 6: troop, onlf, aggreg, onlin, die 
##  Topic 7: rebel, ethiopia, attack, victori, loyalist 
##  Topic 8: africa, govern, soldier, ethiopian, dozen 
##  Topic 9: somali, recent, freedom, region, battl 
##  Topic 10: ogadeni, peopl, freedom, catalogu, peac 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -3.386, relative change = 1.487e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -3.382, relative change = 1.237e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -3.378, relative change = 1.089e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -3.375, relative change = 9.758e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -3.372, relative change = 9.209e-04) 
## Topic 1: ogaden, claim, battl, govt, win 
##  Topic 2: ethiopian, group, --, success, battlefield 
##  Topic 3: sep, polit, jun, onlin, opposit 
##  Topic 4: forc, claim, victori, militari, ogaden 
##  Topic 5: kill, apr, ethiopian, say, clash 
##  Topic 6: troop, onlf, aggreg, onlin, die 
##  Topic 7: rebel, ethiopia, attack, victori, loyalist 
##  Topic 8: africa, govern, soldier, ethiopian, dozen 
##  Topic 9: somali, recent, freedom, ethiopia, dozen 
##  Topic 10: ogadeni, peopl, freedom, catalogu, peac 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -3.368, relative change = 9.952e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -3.364, relative change = 1.168e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -3.360, relative change = 1.420e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -3.354, relative change = 1.721e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -3.347, relative change = 2.022e-03) 
## Topic 1: ogaden, claim, battl, armi, govt 
##  Topic 2: ethiopian, --, group, success, rebel 
##  Topic 3: sep, polit, onlin, jun, opposit 
##  Topic 4: forc, claim, victori, militari, ogaden 
##  Topic 5: kill, group, soldier, apr, ethiopian 
##  Topic 6: troop, onlf, aggreg, onlin, die 
##  Topic 7: rebel, ethiopia, attack, victori, loyalist 
##  Topic 8: africa, govern, soldier, ethiopian, dozen 
##  Topic 9: somali, recent, jun, freedom, ethiopia 
##  Topic 10: ogadeni, peopl, freedom, apr, jun 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -3.340, relative change = 2.183e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -3.333, relative change = 2.073e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -3.327, relative change = 1.837e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -3.321, relative change = 1.619e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -3.317, relative change = 1.434e-03) 
## Topic 1: ogaden, claim, battl, recent, armi 
##  Topic 2: ethiopian, --, rebel, success, battlefield 
##  Topic 3: sep, onlin, polit, sever, opposit 
##  Topic 4: forc, claim, victori, militari, ogaden 
##  Topic 5: kill, soldier, group, polit, ethiopian 
##  Topic 6: troop, onlf, aggreg, onlin, die 
##  Topic 7: rebel, ethiopia, attack, victori, loyalist 
##  Topic 8: africa, govern, soldier, ethiopian, dozen 
##  Topic 9: somali, jun, ethiopia, crime, freedom 
##  Topic 10: ogadeni, peopl, freedom, apr, catalogu 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -3.312, relative change = 1.238e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -3.309, relative change = 1.050e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -3.306, relative change = 8.897e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -3.304, relative change = 7.564e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -3.301, relative change = 6.592e-04) 
## Topic 1: ogaden, claim, battl, recent, armi 
##  Topic 2: ethiopian, --, rebel, success, govern 
##  Topic 3: sep, onlin, polit, sever, opposit 
##  Topic 4: forc, claim, victori, militari, ogaden 
##  Topic 5: kill, soldier, group, polit, ethiopian 
##  Topic 6: troop, onlf, aggreg, onlin, die 
##  Topic 7: rebel, ethiopia, attack, victori, fight 
##  Topic 8: africa, govern, soldier, ethiopian, somali 
##  Topic 9: somali, jun, ethiopia, crime, region 
##  Topic 10: ogadeni, freedom, peopl, apr, catalogu 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -3.299, relative change = 5.978e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -3.298, relative change = 5.630e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -3.296, relative change = 5.366e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -3.294, relative change = 4.947e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -3.293, relative change = 4.490e-04) 
## Topic 1: ogaden, claim, battl, recent, armi 
##  Topic 2: ethiopian, --, rebel, govern, success 
##  Topic 3: sep, onlin, polit, sever, opposit 
##  Topic 4: forc, claim, victori, militari, ogaden 
##  Topic 5: kill, soldier, group, polit, ethiopian 
##  Topic 6: troop, onlf, aggreg, onlin, die 
##  Topic 7: rebel, ethiopia, attack, victori, fight 
##  Topic 8: africa, govern, soldier, ethiopian, somali 
##  Topic 9: somali, jun, ethiopia, crime, region 
##  Topic 10: ogadeni, freedom, peopl, apr, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -3.291, relative change = 4.267e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -3.290, relative change = 4.279e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -3.288, relative change = 4.430e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -3.287, relative change = 4.611e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -3.285, relative change = 4.768e-04) 
## Topic 1: ogaden, claim, battl, recent, armi 
##  Topic 2: ethiopian, --, rebel, govern, success 
##  Topic 3: sep, onlin, ethiopian, polit, sever 
##  Topic 4: forc, claim, victori, militari, ogaden 
##  Topic 5: kill, soldier, group, polit, ethiopian 
##  Topic 6: troop, onlf, aggreg, onlin, die 
##  Topic 7: rebel, ethiopia, attack, victori, fight 
##  Topic 8: africa, govern, soldier, ethiopian, somali 
##  Topic 9: somali, jun, africa, ethiopia, crime 
##  Topic 10: ogadeni, freedom, peopl, apr, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -3.284, relative change = 4.842e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -3.282, relative change = 4.857e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -3.281, relative change = 4.875e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -3.279, relative change = 4.940e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -3.277, relative change = 5.138e-04) 
## Topic 1: ogaden, claim, battl, recent, armi 
##  Topic 2: ethiopian, --, rebel, govern, success 
##  Topic 3: sep, ethiopian, onlin, sever, polit 
##  Topic 4: forc, claim, victori, ogaden, militari 
##  Topic 5: kill, soldier, group, polit, apr 
##  Topic 6: troop, onlf, aggreg, onlin, die 
##  Topic 7: rebel, ethiopia, attack, victori, fight 
##  Topic 8: africa, govern, sever, soldier, somali 
##  Topic 9: somali, jun, africa, crime, ethiopia 
##  Topic 10: ogadeni, freedom, peopl, apr, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -3.275, relative change = 5.362e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -3.274, relative change = 5.432e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -3.272, relative change = 5.546e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -3.270, relative change = 5.837e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -3.268, relative change = 6.159e-04) 
## Topic 1: ogaden, claim, battl, recent, armi 
##  Topic 2: ethiopian, --, rebel, govern, success 
##  Topic 3: ethiopian, sep, onlin, sever, opposit 
##  Topic 4: claim, forc, victori, group, militari 
##  Topic 5: kill, soldier, group, polit, apr 
##  Topic 6: troop, onlf, aggreg, onlin, battl 
##  Topic 7: rebel, ethiopia, attack, victori, fight 
##  Topic 8: africa, govern, sever, somali, ethiopian 
##  Topic 9: somali, jun, africa, crime, ogaden 
##  Topic 10: ogadeni, freedom, peopl, apr, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -3.266, relative change = 6.196e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 57 (approx. per word bound = -3.264, relative change = 5.699e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 58 (approx. per word bound = -3.262, relative change = 5.488e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 59 (approx. per word bound = -3.260, relative change = 5.410e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 60 (approx. per word bound = -3.259, relative change = 5.346e-04) 
## Topic 1: ogaden, claim, battl, recent, armi 
##  Topic 2: ethiopian, --, rebel, govern, success 
##  Topic 3: ethiopian, onlin, sep, opposit, polit 
##  Topic 4: claim, forc, victori, group, govern 
##  Topic 5: kill, soldier, group, polit, apr 
##  Topic 6: troop, onlf, ogaden, onlin, aggreg 
##  Topic 7: rebel, ethiopia, attack, victori, fight 
##  Topic 8: africa, govern, sever, somali, ogaden 
##  Topic 9: somali, jun, africa, ogaden, crime 
##  Topic 10: freedom, ogadeni, peopl, apr, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 61 (approx. per word bound = -3.257, relative change = 5.271e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 62 (approx. per word bound = -3.255, relative change = 5.251e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 63 (approx. per word bound = -3.254, relative change = 5.343e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 64 (approx. per word bound = -3.252, relative change = 5.501e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 65 (approx. per word bound = -3.250, relative change = 5.630e-04) 
## Topic 1: ogaden, claim, battl, recent, armi 
##  Topic 2: ethiopian, --, rebel, govern, forc 
##  Topic 3: ethiopian, onlin, sep, opposit, ogaden 
##  Topic 4: claim, forc, victori, group, govern 
##  Topic 5: kill, soldier, group, polit, govern 
##  Topic 6: troop, onlf, ogaden, onlin, battl 
##  Topic 7: rebel, ethiopia, attack, victori, fight 
##  Topic 8: africa, govern, sever, somali, ogaden 
##  Topic 9: somali, jun, africa, crime, ogaden 
##  Topic 10: freedom, ogadeni, peopl, apr, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 66 (approx. per word bound = -3.248, relative change = 5.687e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 67 (approx. per word bound = -3.246, relative change = 5.687e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 68 (approx. per word bound = -3.244, relative change = 5.662e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 69 (approx. per word bound = -3.243, relative change = 5.650e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 70 (approx. per word bound = -3.241, relative change = 5.602e-04) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: ethiopian, --, rebel, govern, forc 
##  Topic 3: ethiopian, ogaden, onlin, sep, opposit 
##  Topic 4: claim, forc, victori, rebel, govern 
##  Topic 5: kill, soldier, govern, polit, group 
##  Topic 6: troop, ogaden, onlf, battl, onlin 
##  Topic 7: rebel, ethiopia, attack, victori, kill 
##  Topic 8: africa, govern, sever, somali, sep 
##  Topic 9: somali, jun, africa, crime, ethiopia 
##  Topic 10: freedom, ogadeni, peopl, apr, africa 
## ..................................................................................................................
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## Completing Iteration 71 (approx. per word bound = -3.239, relative change = 5.486e-04) 
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## Completing Iteration 72 (approx. per word bound = -3.237, relative change = 5.725e-04) 
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## Completing Iteration 73 (approx. per word bound = -3.235, relative change = 6.739e-04) 
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## Completing Iteration 74 (approx. per word bound = -3.232, relative change = 7.583e-04) 
## ..................................................................................................................
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## Completing Iteration 75 (approx. per word bound = -3.230, relative change = 6.837e-04) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: ethiopian, --, rebel, govern, ogaden 
##  Topic 3: ethiopian, ogaden, onlin, sep, opposit 
##  Topic 4: claim, forc, victori, rebel, govern 
##  Topic 5: kill, soldier, govern, polit, group 
##  Topic 6: troop, ogaden, onlf, battl, onlin 
##  Topic 7: rebel, ethiopia, attack, victori, kill 
##  Topic 8: africa, govern, sever, somali, sep 
##  Topic 9: somali, jun, africa, crime, ethiopia 
##  Topic 10: freedom, ogadeni, peopl, apr, catalogu 
## ..................................................................................................................
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## Completing Iteration 76 (approx. per word bound = -3.229, relative change = 5.338e-04) 
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## Completing Iteration 77 (approx. per word bound = -3.227, relative change = 4.183e-04) 
## ..................................................................................................................
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## Completing Iteration 78 (approx. per word bound = -3.226, relative change = 3.467e-04) 
## ..................................................................................................................
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## Completing Iteration 79 (approx. per word bound = -3.225, relative change = 2.986e-04) 
## ..................................................................................................................
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## Completing Iteration 80 (approx. per word bound = -3.224, relative change = 2.666e-04) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, ethiopian, rebel, ogaden, govern 
##  Topic 3: ogaden, ethiopian, onlin, sep, opposit 
##  Topic 4: claim, forc, victori, rebel, govern 
##  Topic 5: kill, soldier, govern, rebel, polit 
##  Topic 6: troop, ogaden, onlf, battl, onlin 
##  Topic 7: rebel, ethiopia, attack, victori, kill 
##  Topic 8: africa, govern, sever, somali, sep 
##  Topic 9: somali, jun, africa, crime, ethiopia 
##  Topic 10: freedom, ogadeni, peopl, apr, catalogu 
## ..................................................................................................................
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## Completing Iteration 81 (approx. per word bound = -3.223, relative change = 2.495e-04) 
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## Completing Iteration 82 (approx. per word bound = -3.223, relative change = 2.469e-04) 
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## Completing Iteration 83 (approx. per word bound = -3.222, relative change = 2.596e-04) 
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## Completing Iteration 84 (approx. per word bound = -3.221, relative change = 2.898e-04) 
## ..................................................................................................................
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## Completing Iteration 85 (approx. per word bound = -3.220, relative change = 3.377e-04) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, ethiopian, rebel, ogaden, govern 
##  Topic 3: ogaden, ethiopian, onlin, sep, opposit 
##  Topic 4: claim, forc, victori, rebel, govern 
##  Topic 5: kill, soldier, govern, rebel, polit 
##  Topic 6: troop, ogaden, onlf, battl, ethiopian 
##  Topic 7: rebel, ethiopia, attack, victori, kill 
##  Topic 8: africa, govern, sep, somali, sever 
##  Topic 9: somali, jun, africa, crime, ethiopia 
##  Topic 10: freedom, ogadeni, peopl, apr, catalogu 
## ..................................................................................................................
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## Completing Iteration 86 (approx. per word bound = -3.219, relative change = 3.853e-04) 
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## Completing Iteration 87 (approx. per word bound = -3.217, relative change = 4.067e-04) 
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## Completing Iteration 88 (approx. per word bound = -3.216, relative change = 4.017e-04) 
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## Completing Iteration 89 (approx. per word bound = -3.215, relative change = 3.700e-04) 
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## Completing Iteration 90 (approx. per word bound = -3.214, relative change = 3.461e-04) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, rebel, ethiopian, ogaden, govern 
##  Topic 3: ogaden, ethiopian, onlin, sep, opposit 
##  Topic 4: claim, forc, victori, rebel, govern 
##  Topic 5: kill, soldier, govern, rebel, polit 
##  Topic 6: ogaden, onlf, troop, battl, onlin 
##  Topic 7: rebel, ethiopia, attack, troop, govern 
##  Topic 8: africa, sep, govern, somali, sever 
##  Topic 9: somali, jun, africa, crime, ethiopia 
##  Topic 10: freedom, ogadeni, peopl, apr, catalogu 
## ..................................................................................................................
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## Completing Iteration 91 (approx. per word bound = -3.213, relative change = 3.180e-04) 
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## Completing Iteration 92 (approx. per word bound = -3.212, relative change = 3.106e-04) 
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## Completing Iteration 93 (approx. per word bound = -3.211, relative change = 3.466e-04) 
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## Completing Iteration 94 (approx. per word bound = -3.209, relative change = 4.098e-04) 
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## Completing Iteration 95 (approx. per word bound = -3.208, relative change = 4.818e-04) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, rebel, ethiopian, ogaden, govern 
##  Topic 3: ogaden, ethiopian, onlin, opposit, sep 
##  Topic 4: claim, forc, victori, rebel, govern 
##  Topic 5: kill, soldier, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, aggreg 
##  Topic 7: rebel, ethiopia, attack, troop, govern 
##  Topic 8: africa, sep, govern, somali, sever 
##  Topic 9: somali, jun, africa, crime, text 
##  Topic 10: freedom, ogadeni, peopl, apr, catalogu 
## ..................................................................................................................
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## Completing Iteration 96 (approx. per word bound = -3.206, relative change = 5.190e-04) 
## ..................................................................................................................
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## Completing Iteration 97 (approx. per word bound = -3.204, relative change = 5.032e-04) 
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## Completing Iteration 98 (approx. per word bound = -3.203, relative change = 4.735e-04) 
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## Completing Iteration 99 (approx. per word bound = -3.201, relative change = 4.378e-04) 
## ..................................................................................................................
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## Completing Iteration 100 (approx. per word bound = -3.200, relative change = 3.959e-04) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, rebel, ethiopian, ogaden, govern 
##  Topic 3: ogaden, ethiopian, onlin, opposit, inflict 
##  Topic 4: claim, forc, rebel, victori, govern 
##  Topic 5: kill, soldier, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, aggreg 
##  Topic 7: rebel, ethiopia, attack, troop, govern 
##  Topic 8: africa, sep, somali, govern, shabeell 
##  Topic 9: somali, jun, africa, crime, text 
##  Topic 10: freedom, ogadeni, peopl, apr, sep 
## ..................................................................................................................
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## Completing Iteration 101 (approx. per word bound = -3.199, relative change = 3.471e-04) 
## ..................................................................................................................
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## Completing Iteration 102 (approx. per word bound = -3.198, relative change = 3.060e-04) 
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## Completing Iteration 103 (approx. per word bound = -3.197, relative change = 2.748e-04) 
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## Completing Iteration 104 (approx. per word bound = -3.196, relative change = 2.501e-04) 
## ..................................................................................................................
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## Completing Iteration 105 (approx. per word bound = -3.196, relative change = 2.331e-04) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, rebel, ethiopian, ogaden, govern 
##  Topic 3: ogaden, ethiopian, onlin, opposit, inflict 
##  Topic 4: claim, rebel, forc, victori, govern 
##  Topic 5: kill, soldier, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, aggreg 
##  Topic 7: rebel, ethiopia, attack, troop, somali 
##  Topic 8: africa, sep, somali, govern, shabeell 
##  Topic 9: somali, jun, africa, crime, text 
##  Topic 10: freedom, ogadeni, peopl, apr, sep 
## ..................................................................................................................
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## Completing Iteration 106 (approx. per word bound = -3.195, relative change = 2.173e-04) 
## ..................................................................................................................
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## Completing Iteration 107 (approx. per word bound = -3.194, relative change = 2.044e-04) 
## ..................................................................................................................
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## Completing Iteration 108 (approx. per word bound = -3.194, relative change = 1.940e-04) 
## ..................................................................................................................
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## Completing Iteration 109 (approx. per word bound = -3.193, relative change = 1.849e-04) 
## ..................................................................................................................
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## Completing Iteration 110 (approx. per word bound = -3.193, relative change = 1.782e-04) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, rebel, ethiopian, ogaden, govern 
##  Topic 3: ogaden, ethiopian, onlin, opposit, inflict 
##  Topic 4: claim, rebel, forc, victori, govern 
##  Topic 5: kill, soldier, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, aggreg 
##  Topic 7: rebel, ethiopia, attack, troop, somali 
##  Topic 8: africa, sep, somali, shabeell, govern 
##  Topic 9: somali, jun, africa, crime, text 
##  Topic 10: freedom, ogadeni, peopl, apr, sep 
## ..................................................................................................................
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## Completing Iteration 111 (approx. per word bound = -3.192, relative change = 1.725e-04) 
## ..................................................................................................................
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## Completing Iteration 112 (approx. per word bound = -3.191, relative change = 1.689e-04) 
## ..................................................................................................................
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## Completing Iteration 113 (approx. per word bound = -3.191, relative change = 1.665e-04) 
## ..................................................................................................................
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## Completing Iteration 114 (approx. per word bound = -3.190, relative change = 1.657e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 115 (approx. per word bound = -3.190, relative change = 1.669e-04) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, rebel, ethiopian, ogaden, govern 
##  Topic 3: ogaden, ethiopian, onlin, opposit, inflict 
##  Topic 4: claim, rebel, forc, victori, govern 
##  Topic 5: kill, soldier, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, aggreg 
##  Topic 7: rebel, ethiopia, attack, troop, somali 
##  Topic 8: africa, sep, shabeell, somali, govern 
##  Topic 9: somali, jun, africa, crime, text 
##  Topic 10: freedom, ogadeni, peopl, apr, sep 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 116 (approx. per word bound = -3.189, relative change = 1.705e-04) 
## ..................................................................................................................
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## Completing Iteration 117 (approx. per word bound = -3.189, relative change = 1.759e-04) 
## ..................................................................................................................
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## Completing Iteration 118 (approx. per word bound = -3.188, relative change = 1.818e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 119 (approx. per word bound = -3.188, relative change = 1.778e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 120 (approx. per word bound = -3.187, relative change = 1.659e-04) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, rebel, ethiopian, ogaden, govern 
##  Topic 3: ogaden, ethiopian, onlin, opposit, africa 
##  Topic 4: claim, rebel, forc, victori, govern 
##  Topic 5: kill, soldier, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, aggreg 
##  Topic 7: rebel, ethiopia, attack, somali, troop 
##  Topic 8: africa, shabeell, sep, somali, govern 
##  Topic 9: somali, africa, jun, crime, text 
##  Topic 10: freedom, ogadeni, peopl, apr, sep 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 121 (approx. per word bound = -3.187, relative change = 1.550e-04) 
## ..................................................................................................................
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## Completing Iteration 122 (approx. per word bound = -3.186, relative change = 1.473e-04) 
## ..................................................................................................................
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## Completing Iteration 123 (approx. per word bound = -3.186, relative change = 1.420e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 124 (approx. per word bound = -3.185, relative change = 1.374e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 125 (approx. per word bound = -3.185, relative change = 1.338e-04) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, rebel, ethiopian, ogaden, govern 
##  Topic 3: ogaden, ethiopian, onlin, africa, opposit 
##  Topic 4: claim, rebel, forc, victori, govern 
##  Topic 5: kill, soldier, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, aggreg 
##  Topic 7: rebel, ethiopia, somali, attack, troop 
##  Topic 8: africa, shabeell, sep, somali, govern 
##  Topic 9: somali, africa, jun, crime, text 
##  Topic 10: freedom, ogadeni, peopl, apr, sep 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 126 (approx. per word bound = -3.184, relative change = 1.306e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 127 (approx. per word bound = -3.184, relative change = 1.279e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 128 (approx. per word bound = -3.184, relative change = 1.253e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 129 (approx. per word bound = -3.183, relative change = 1.223e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 130 (approx. per word bound = -3.183, relative change = 1.178e-04) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, rebel, ethiopian, ogaden, govern 
##  Topic 3: ogaden, ethiopian, onlin, africa, opposit 
##  Topic 4: claim, rebel, forc, victori, govern 
##  Topic 5: kill, soldier, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, aggreg 
##  Topic 7: rebel, ethiopia, somali, attack, troop 
##  Topic 8: africa, shabeell, sep, somali, govern 
##  Topic 9: somali, africa, jun, crime, text 
##  Topic 10: freedom, ogadeni, peopl, apr, sep 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 131 (approx. per word bound = -3.182, relative change = 1.120e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 132 (approx. per word bound = -3.182, relative change = 1.050e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 133 (approx. per word bound = -3.182, relative change = 9.646e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 134 (approx. per word bound = -3.182, relative change = 8.885e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 135 (approx. per word bound = -3.181, relative change = 8.016e-05) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, rebel, ethiopian, ogaden, govern 
##  Topic 3: ogaden, ethiopian, onlin, africa, opposit 
##  Topic 4: claim, rebel, forc, victori, govern 
##  Topic 5: kill, soldier, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, aggreg 
##  Topic 7: rebel, ethiopia, somali, attack, troop 
##  Topic 8: africa, shabeell, sep, somali, govern 
##  Topic 9: somali, africa, jun, crime, text 
##  Topic 10: freedom, ogadeni, peopl, apr, sep 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 136 (approx. per word bound = -3.181, relative change = 7.246e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 137 (approx. per word bound = -3.181, relative change = 6.467e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 138 (approx. per word bound = -3.181, relative change = 5.792e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 139 (approx. per word bound = -3.181, relative change = 5.221e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 140 (approx. per word bound = -3.180, relative change = 4.646e-05) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, rebel, ethiopian, ogaden, govern 
##  Topic 3: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 4: claim, rebel, forc, victori, govern 
##  Topic 5: kill, soldier, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, aggreg 
##  Topic 7: rebel, ethiopia, somali, attack, troop 
##  Topic 8: africa, shabeell, sep, somali, independ 
##  Topic 9: somali, africa, jun, crime, text 
##  Topic 10: freedom, ogadeni, peopl, apr, sep 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 141 (approx. per word bound = -3.180, relative change = 4.274e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 142 (approx. per word bound = -3.180, relative change = 3.898e-05) 
## ..................................................................................................................
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## Completing Iteration 143 (approx. per word bound = -3.180, relative change = 3.659e-05) 
## ..................................................................................................................
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## Completing Iteration 144 (approx. per word bound = -3.180, relative change = 3.449e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 145 (approx. per word bound = -3.180, relative change = 3.354e-05) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, rebel, ethiopian, ogaden, govern 
##  Topic 3: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 4: claim, forc, rebel, victori, govern 
##  Topic 5: kill, soldier, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, aggreg 
##  Topic 7: rebel, ethiopia, somali, attack, troop 
##  Topic 8: africa, shabeell, sep, somali, independ 
##  Topic 9: somali, africa, jun, crime, text 
##  Topic 10: freedom, ogadeni, peopl, apr, sep 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 146 (approx. per word bound = -3.180, relative change = 3.303e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 147 (approx. per word bound = -3.180, relative change = 3.426e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 148 (approx. per word bound = -3.179, relative change = 3.516e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 149 (approx. per word bound = -3.179, relative change = 3.803e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 150 (approx. per word bound = -3.179, relative change = 4.087e-05) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, rebel, ethiopian, ogaden, govern 
##  Topic 3: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 4: claim, rebel, forc, victori, govern 
##  Topic 5: kill, soldier, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, aggreg 
##  Topic 7: rebel, ethiopia, somali, attack, troop 
##  Topic 8: africa, shabeell, independ, one, twenti 
##  Topic 9: somali, africa, jun, sep, crime 
##  Topic 10: freedom, ogadeni, peopl, apr, sep 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 151 (approx. per word bound = -3.179, relative change = 4.588e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 152 (approx. per word bound = -3.179, relative change = 5.219e-05) 
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## Completing Iteration 154 (approx. per word bound = -3.178, relative change = 1.132e-04) 
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## Completing Iteration 155 (approx. per word bound = -3.178, relative change = 2.393e-04) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, rebel, ethiopian, ogaden, govern 
##  Topic 3: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 4: claim, rebel, forc, victori, govern 
##  Topic 5: kill, soldier, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, aggreg 
##  Topic 7: rebel, ethiopia, somali, attack, troop 
##  Topic 8: africa, independ, one, twenti, somali 
##  Topic 9: somali, africa, jun, sep, crime 
##  Topic 10: freedom, ogadeni, peopl, apr, sep 
## ..................................................................................................................
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## Completing Iteration 156 (approx. per word bound = -3.177, relative change = 1.691e-04) 
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## Completing Iteration 160 (approx. per word bound = -3.176, relative change = 4.206e-05) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, rebel, ethiopian, ogaden, govern 
##  Topic 3: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 4: claim, rebel, forc, victori, govern 
##  Topic 5: kill, soldier, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, aggreg 
##  Topic 7: rebel, ethiopia, somali, attack, troop 
##  Topic 8: africa, somali, sep, independ, one 
##  Topic 9: somali, africa, jun, sep, crime 
##  Topic 10: freedom, ogadeni, peopl, apr, somali 
## ..................................................................................................................
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## Completing Iteration 161 (approx. per word bound = -3.176, relative change = 4.223e-05) 
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## Completing Iteration 165 (approx. per word bound = -3.176, relative change = 3.737e-05) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, rebel, ethiopian, ogaden, govern 
##  Topic 3: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 4: claim, rebel, forc, govern, victori 
##  Topic 5: kill, soldier, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, aggreg 
##  Topic 7: rebel, ethiopia, somali, attack, troop 
##  Topic 8: africa, somali, sep, shabeell, independ 
##  Topic 9: somali, africa, jun, sep, crime 
##  Topic 10: freedom, ogadeni, peopl, apr, somali 
## ..................................................................................................................
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## Completing Iteration 166 (approx. per word bound = -3.176, relative change = 3.695e-05) 
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## Completing Iteration 170 (approx. per word bound = -3.175, relative change = 4.672e-05) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, rebel, ethiopian, ogaden, govern 
##  Topic 3: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 4: claim, rebel, forc, govern, victori 
##  Topic 5: kill, soldier, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, aggreg 
##  Topic 7: rebel, ethiopia, somali, attack, troop 
##  Topic 8: africa, somali, sep, shabeell, apr 
##  Topic 9: somali, africa, jun, sep, crime 
##  Topic 10: freedom, ogadeni, peopl, apr, somali 
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## Completing Iteration 171 (approx. per word bound = -3.175, relative change = 5.561e-05) 
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## Completing Iteration 175 (approx. per word bound = -3.174, relative change = 3.051e-05) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, rebel, ethiopian, ogaden, govern 
##  Topic 3: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 4: claim, rebel, forc, govern, victori 
##  Topic 5: kill, soldier, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, aggreg 
##  Topic 7: rebel, ethiopia, somali, attack, troop 
##  Topic 8: africa, somali, sep, apr, ogaden 
##  Topic 9: somali, africa, jun, sep, crime 
##  Topic 10: freedom, ogadeni, peopl, apr, somali 
## ..................................................................................................................
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## Completing Iteration 176 (approx. per word bound = -3.174, relative change = 2.273e-05) 
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## Completing Iteration 178 (approx. per word bound = -3.174, relative change = 1.670e-05) 
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## Completing Iteration 179 (approx. per word bound = -3.174, relative change = 1.609e-05) 
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## Completing Iteration 180 (approx. per word bound = -3.174, relative change = 1.706e-05) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, rebel, ethiopian, ogaden, govern 
##  Topic 3: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 4: claim, rebel, forc, govern, victori 
##  Topic 5: kill, soldier, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, soldier 
##  Topic 7: rebel, ethiopia, somali, attack, troop 
##  Topic 8: africa, somali, sep, apr, ogaden 
##  Topic 9: somali, africa, jun, sep, crime 
##  Topic 10: freedom, ogadeni, peopl, apr, somali 
## ..................................................................................................................
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## Completing Iteration 181 (approx. per word bound = -3.174, relative change = 1.942e-05) 
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## Completing Iteration 182 (approx. per word bound = -3.174, relative change = 2.261e-05) 
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## Completing Iteration 183 (approx. per word bound = -3.174, relative change = 2.971e-05) 
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## Completing Iteration 184 (approx. per word bound = -3.174, relative change = 3.682e-05) 
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## Completing Iteration 185 (approx. per word bound = -3.174, relative change = 4.600e-05) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, rebel, ethiopian, ogaden, govern 
##  Topic 3: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 4: claim, rebel, forc, govern, victori 
##  Topic 5: kill, soldier, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, aggreg 
##  Topic 7: rebel, ethiopia, somali, attack, troop 
##  Topic 8: africa, somali, sep, apr, ogaden 
##  Topic 9: somali, africa, jun, sep, crime 
##  Topic 10: freedom, ogadeni, peopl, apr, somali 
## ..................................................................................................................
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## Completing Iteration 186 (approx. per word bound = -3.173, relative change = 5.163e-05) 
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## Completing Iteration 187 (approx. per word bound = -3.173, relative change = 5.183e-05) 
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## Completing Iteration 188 (approx. per word bound = -3.173, relative change = 4.842e-05) 
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## Completing Iteration 189 (approx. per word bound = -3.173, relative change = 4.466e-05) 
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## Completing Iteration 190 (approx. per word bound = -3.173, relative change = 4.528e-05) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, rebel, ethiopian, ogaden, govern 
##  Topic 3: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 4: claim, rebel, forc, govern, victori 
##  Topic 5: kill, soldier, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, aggreg 
##  Topic 7: rebel, ethiopia, somali, attack, troop 
##  Topic 8: africa, somali, sep, apr, ogaden 
##  Topic 9: somali, africa, jun, sep, crime 
##  Topic 10: freedom, ogadeni, peopl, somali, apr 
## ..................................................................................................................
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## Completing Iteration 191 (approx. per word bound = -3.173, relative change = 5.225e-05) 
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## Completing Iteration 193 (approx. per word bound = -3.172, relative change = 8.581e-05) 
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## Completing Iteration 194 (approx. per word bound = -3.172, relative change = 1.139e-04) 
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## Completing Iteration 195 (approx. per word bound = -3.171, relative change = 1.472e-04) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, rebel, ethiopian, ogaden, govern 
##  Topic 3: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 4: claim, rebel, forc, govern, victori 
##  Topic 5: kill, soldier, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, aggreg 
##  Topic 7: rebel, ethiopia, somali, attack, troop 
##  Topic 8: africa, somali, sep, apr, ogaden 
##  Topic 9: somali, africa, jun, sep, crime 
##  Topic 10: freedom, ogadeni, peopl, somali, apr 
## ..................................................................................................................
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## Completing Iteration 196 (approx. per word bound = -3.171, relative change = 1.615e-04) 
## ..................................................................................................................
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## Completing Iteration 197 (approx. per word bound = -3.170, relative change = 1.322e-04) 
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## Completing Iteration 198 (approx. per word bound = -3.170, relative change = 1.006e-04) 
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## Completing Iteration 199 (approx. per word bound = -3.170, relative change = 8.440e-05) 
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## Completing Iteration 200 (approx. per word bound = -3.170, relative change = 7.274e-05) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, rebel, ethiopian, ogaden, govern 
##  Topic 3: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 4: claim, rebel, forc, govern, victori 
##  Topic 5: kill, soldier, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, aggreg 
##  Topic 7: rebel, ethiopia, somali, attack, troop 
##  Topic 8: africa, somali, apr, sep, ogaden 
##  Topic 9: somali, africa, jun, sep, apr 
##  Topic 10: freedom, ogadeni, peopl, somali, apr 
## ..................................................................................................................
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## Completing Iteration 201 (approx. per word bound = -3.169, relative change = 6.299e-05) 
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## Completing Iteration 202 (approx. per word bound = -3.169, relative change = 5.420e-05) 
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## Completing Iteration 203 (approx. per word bound = -3.169, relative change = 4.943e-05) 
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## Completing Iteration 204 (approx. per word bound = -3.169, relative change = 4.575e-05) 
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## Completing Iteration 205 (approx. per word bound = -3.169, relative change = 6.538e-05) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, rebel, ethiopian, ogaden, govern 
##  Topic 3: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 4: claim, rebel, forc, govern, victori 
##  Topic 5: kill, soldier, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, aggreg 
##  Topic 7: rebel, ethiopia, somali, attack, troop 
##  Topic 8: africa, somali, apr, sep, ogaden 
##  Topic 9: somali, africa, jun, sep, apr 
##  Topic 10: freedom, ogadeni, peopl, somali, apr 
## ..................................................................................................................
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## Completing Iteration 206 (approx. per word bound = -3.168, relative change = 1.559e-04) 
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## Completing Iteration 207 (approx. per word bound = -3.168, relative change = 1.530e-04) 
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## Completing Iteration 208 (approx. per word bound = -3.168, relative change = 4.628e-05) 
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## Completing Iteration 209 (approx. per word bound = -3.167, relative change = 2.799e-05) 
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## Completing Iteration 210 (approx. per word bound = -3.167, relative change = 2.661e-05) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, rebel, ethiopian, ogaden, africa 
##  Topic 3: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 4: claim, rebel, forc, govern, victori 
##  Topic 5: soldier, kill, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, aggreg 
##  Topic 7: rebel, ethiopia, somali, attack, troop 
##  Topic 8: africa, somali, apr, politica, sep 
##  Topic 9: somali, africa, jun, apr, sep 
##  Topic 10: freedom, ogadeni, peopl, somali, catalogu 
## ..................................................................................................................
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## Completing Iteration 211 (approx. per word bound = -3.167, relative change = 2.514e-05) 
## ..................................................................................................................
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## Completing Iteration 212 (approx. per word bound = -3.167, relative change = 2.528e-05) 
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## Completing Iteration 213 (approx. per word bound = -3.167, relative change = 2.679e-05) 
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## Completing Iteration 214 (approx. per word bound = -3.167, relative change = 3.177e-05) 
## ..................................................................................................................
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## Completing Iteration 215 (approx. per word bound = -3.167, relative change = 4.074e-05) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, rebel, ethiopian, ogaden, africa 
##  Topic 3: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 4: claim, rebel, forc, govern, victori 
##  Topic 5: soldier, kill, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, aggreg 
##  Topic 7: rebel, ethiopia, somali, attack, troop 
##  Topic 8: africa, somali, politica, apr, sep 
##  Topic 9: somali, africa, jun, apr, sep 
##  Topic 10: freedom, ogadeni, peopl, somali, catalogu 
## ..................................................................................................................
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## Completing Iteration 216 (approx. per word bound = -3.167, relative change = 5.701e-05) 
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## Completing Iteration 217 (approx. per word bound = -3.167, relative change = 5.545e-05) 
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## Completing Iteration 218 (approx. per word bound = -3.166, relative change = 3.643e-05) 
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## Completing Iteration 219 (approx. per word bound = -3.166, relative change = 2.440e-05) 
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## Completing Iteration 220 (approx. per word bound = -3.166, relative change = 2.372e-05) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, rebel, ethiopian, africa, ogaden 
##  Topic 3: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 4: claim, rebel, govern, forc, victori 
##  Topic 5: soldier, kill, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, aggreg 
##  Topic 7: rebel, ethiopia, somali, attack, troop 
##  Topic 8: africa, somali, politica, apr, sep 
##  Topic 9: somali, africa, jun, apr, sep 
##  Topic 10: freedom, ogadeni, peopl, somali, catalogu 
## ..................................................................................................................
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## Completing Iteration 221 (approx. per word bound = -3.166, relative change = 2.405e-05) 
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## Completing Iteration 222 (approx. per word bound = -3.166, relative change = 2.833e-05) 
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## Completing Iteration 223 (approx. per word bound = -3.166, relative change = 3.845e-05) 
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## Completing Iteration 224 (approx. per word bound = -3.166, relative change = 5.298e-05) 
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## Completing Iteration 225 (approx. per word bound = -3.166, relative change = 6.987e-05) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, rebel, ethiopian, africa, ogaden 
##  Topic 3: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 4: claim, rebel, govern, forc, victori 
##  Topic 5: soldier, kill, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, aggreg 
##  Topic 7: rebel, ethiopia, somali, attack, troop 
##  Topic 8: africa, politica, somali, apr, sep 
##  Topic 9: somali, africa, jun, apr, sep 
##  Topic 10: freedom, ogadeni, peopl, somali, catalogu 
## ..................................................................................................................
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## Completing Iteration 226 (approx. per word bound = -3.166, relative change = 3.710e-05) 
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## Completing Iteration 228 (approx. per word bound = -3.165, relative change = 2.921e-05) 
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## Completing Iteration 229 (approx. per word bound = -3.165, relative change = 2.956e-05) 
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## Completing Iteration 230 (approx. per word bound = -3.165, relative change = 2.905e-05) 
## Topic 1: claim, ogaden, battl, recent, armi 
##  Topic 2: --, rebel, ethiopian, africa, ogaden 
##  Topic 3: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 4: claim, rebel, govern, forc, victori 
##  Topic 5: soldier, kill, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, aggreg 
##  Topic 7: rebel, ethiopia, somali, attack, troop 
##  Topic 8: africa, politica, somali, apr, sep 
##  Topic 9: somali, africa, jun, apr, sep 
##  Topic 10: freedom, ogadeni, peopl, somali, catalogu 
## ..................................................................................................................
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## Completing Iteration 231 (approx. per word bound = -3.165, relative change = 2.830e-05) 
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## Completing Iteration 233 (approx. per word bound = -3.165, relative change = 2.465e-05) 
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## Completing Iteration 234 (approx. per word bound = -3.165, relative change = 2.374e-05) 
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## Completed M-Step. 
## Completing Iteration 235 (approx. per word bound = -3.165, relative change = 2.207e-05) 
## Topic 1: claim, ogaden, battl, recent, somali 
##  Topic 2: --, rebel, ethiopian, africa, ogaden 
##  Topic 3: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 4: claim, rebel, govern, forc, victori 
##  Topic 5: soldier, kill, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, aggreg 
##  Topic 7: rebel, ethiopia, somali, attack, troop 
##  Topic 8: africa, politica, somali, apr, sep 
##  Topic 9: somali, africa, jun, apr, sep 
##  Topic 10: freedom, ogadeni, peopl, somali, catalogu 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 236 (approx. per word bound = -3.165, relative change = 2.153e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 237 (approx. per word bound = -3.165, relative change = 2.114e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 238 (approx. per word bound = -3.165, relative change = 2.120e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 239 (approx. per word bound = -3.164, relative change = 2.244e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 240 (approx. per word bound = -3.164, relative change = 2.310e-05) 
## Topic 1: ogaden, claim, battl, recent, somali 
##  Topic 2: --, rebel, ethiopian, africa, ogaden 
##  Topic 3: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 4: claim, rebel, govern, forc, victori 
##  Topic 5: soldier, kill, rebel, govern, polit 
##  Topic 6: ogaden, onlf, battl, onlin, aggreg 
##  Topic 7: rebel, ethiopia, somali, attack, troop 
##  Topic 8: africa, politica, somali, apr, sep 
##  Topic 9: somali, africa, jun, apr, sep 
##  Topic 10: freedom, ogadeni, peopl, somali, catalogu 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 241 (approx. per word bound = -3.164, relative change = 2.789e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 242 (approx. per word bound = -3.164, relative change = 4.399e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ...........
##   Recovering initialization...
##      ..
## Initialization complete.
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.518) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -3.897, relative change = 1.376e-01) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -3.769, relative change = 3.274e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -3.749, relative change = 5.190e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -3.712, relative change = 9.921e-03) 
## Topic 1: peopl, africa, apr, success, forc 
##  Topic 2: onlin, battlefield, inflict, region, fight 
##  Topic 3: somali, polit, attack, sever, peopl 
##  Topic 4: peopl, africa, apr, success, forc 
##  Topic 5: victori, forc, onlf, liber, nation 
##  Topic 6: aggreg, ogaden, win, militarycommuniqu, ababa 
##  Topic 7: ogaden, rebel, kill, group, ethiopian 
##  Topic 8: govern, soldier, --, troop, ethiopian 
##  Topic 9: battl, ethiopian, front, opposit, dozen 
##  Topic 10: africa, ogadeni, sep, ogaden, jun 
##  Topic 11: freedom, claim, africa, ogadeni, ethiopia 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -3.672, relative change = 1.088e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -3.543, relative change = 3.518e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -3.541, relative change = 4.552e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -3.520, relative change = 5.930e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -3.493, relative change = 7.761e-03) 
## Topic 1: peopl, africa, apr, freedom, arab 
##  Topic 2: onlin, battlefield, inflict, region, fight 
##  Topic 3: somali, polit, attack, sever, govt 
##  Topic 4: africa, peopl, success, freedom, forc 
##  Topic 5: forc, victori, onlf, liber, nation 
##  Topic 6: aggreg, ogaden, win, ababa, addi 
##  Topic 7: rebel, ogaden, kill, group, ethiopian 
##  Topic 8: govern, soldier, --, troop, ethiopian 
##  Topic 9: battl, ethiopian, opposit, dozen, front 
##  Topic 10: africa, ogadeni, sep, jun, say 
##  Topic 11: freedom, claim, ogadeni, ethiopia, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -3.469, relative change = 6.697e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -3.447, relative change = 6.347e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -3.428, relative change = 5.482e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -3.414, relative change = 4.316e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -3.402, relative change = 3.528e-03) 
## Topic 1: peopl, freedom, apr, africa, ogadeni 
##  Topic 2: onlin, battlefield, inflict, region, fight 
##  Topic 3: somali, polit, attack, sever, govt 
##  Topic 4: africa, success, forc, peopl, middl 
##  Topic 5: forc, victori, onlf, militari, front 
##  Topic 6: aggreg, ogaden, win, ababa, addi 
##  Topic 7: rebel, ogaden, kill, group, ethiopian 
##  Topic 8: govern, soldier, --, troop, ethiopian 
##  Topic 9: battl, ethiopian, opposit, recent, armi 
##  Topic 10: africa, ogadeni, sep, jun, freedom 
##  Topic 11: freedom, ogadeni, claim, ethiopia, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -3.391, relative change = 3.228e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -3.381, relative change = 2.803e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -3.373, relative change = 2.411e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -3.365, relative change = 2.224e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -3.358, relative change = 2.111e-03) 
## Topic 1: peopl, freedom, apr, africa, ogadeni 
##  Topic 2: onlin, battlefield, inflict, region, fight 
##  Topic 3: somali, polit, sever, govt, attack 
##  Topic 4: africa, success, forc, --, battlefield 
##  Topic 5: victori, forc, onlf, militari, sep 
##  Topic 6: aggreg, ogaden, win, ababa, addi 
##  Topic 7: rebel, ogaden, kill, ethiopian, group 
##  Topic 8: govern, soldier, --, troop, attack 
##  Topic 9: battl, ethiopian, recent, ogaden, opposit 
##  Topic 10: africa, ogadeni, jun, sep, freedom 
##  Topic 11: ogadeni, freedom, ethiopia, claim, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -3.351, relative change = 2.170e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -3.343, relative change = 2.466e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -3.334, relative change = 2.679e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -3.326, relative change = 2.325e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -3.319, relative change = 2.026e-03) 
## Topic 1: peopl, freedom, apr, ogadeni, africa 
##  Topic 2: onlin, inflict, armi, fight, region 
##  Topic 3: somali, polit, sever, govt, peopl 
##  Topic 4: africa, --, success, forc, battlefield 
##  Topic 5: victori, forc, claim, sep, onlf 
##  Topic 6: aggreg, ogaden, win, ababa, addi 
##  Topic 7: rebel, ogaden, kill, ethiopian, group 
##  Topic 8: govern, soldier, attack, troop, ethiopian 
##  Topic 9: battl, ogaden, ethiopian, recent, armi 
##  Topic 10: africa, ogadeni, jun, freedom, sep 
##  Topic 11: ogadeni, ethiopia, africa, freedom, claim 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -3.314, relative change = 1.758e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -3.308, relative change = 1.550e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -3.304, relative change = 1.428e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -3.299, relative change = 1.393e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -3.294, relative change = 1.453e-03) 
## Topic 1: peopl, freedom, apr, ogadeni, africa 
##  Topic 2: onlin, ogaden, africa, ethiopian, inflict 
##  Topic 3: somali, polit, sever, peopl, govt 
##  Topic 4: --, africa, success, forc, battlefield 
##  Topic 5: victori, forc, claim, sep, onlf 
##  Topic 6: aggreg, ogaden, win, ababa, addi 
##  Topic 7: rebel, ogaden, kill, ethiopian, group 
##  Topic 8: govern, soldier, attack, troop, ethiopian 
##  Topic 9: battl, ogaden, recent, ethiopian, armi 
##  Topic 10: africa, ogadeni, jun, sep, freedom 
##  Topic 11: ogadeni, africa, ethiopia, freedom, claim 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -3.290, relative change = 1.399e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -3.286, relative change = 1.239e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -3.282, relative change = 1.225e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -3.278, relative change = 1.170e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -3.274, relative change = 1.129e-03) 
## Topic 1: peopl, freedom, ogadeni, apr, africa 
##  Topic 2: onlin, ogaden, ethiopian, africa, inflict 
##  Topic 3: somali, polit, sever, peopl, separ 
##  Topic 4: --, africa, success, forc, battlefield 
##  Topic 5: victori, forc, claim, sep, onlf 
##  Topic 6: aggreg, ogaden, win, ababa, addi 
##  Topic 7: rebel, ogaden, kill, claim, group 
##  Topic 8: govern, soldier, attack, troop, clash 
##  Topic 9: battl, ogaden, recent, ethiopian, armi 
##  Topic 10: africa, ogadeni, jun, sep, freedom 
##  Topic 11: ogadeni, africa, freedom, ethiopia, claim 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -3.270, relative change = 1.162e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -3.267, relative change = 1.109e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -3.263, relative change = 9.740e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -3.261, relative change = 7.360e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -3.259, relative change = 6.290e-04) 
## Topic 1: peopl, freedom, ogadeni, apr, africa 
##  Topic 2: ogaden, ethiopian, onlin, africa, inflict 
##  Topic 3: somali, polit, peopl, sever, separ 
##  Topic 4: --, africa, ethiopian, success, battlefield 
##  Topic 5: victori, claim, forc, ethiopia, sep 
##  Topic 6: aggreg, ogaden, win, ababa, addi 
##  Topic 7: rebel, kill, ogaden, claim, group 
##  Topic 8: govern, soldier, attack, troop, clash 
##  Topic 9: battl, ogaden, recent, ethiopian, armi 
##  Topic 10: africa, ogadeni, jun, sep, freedom 
##  Topic 11: ogadeni, africa, freedom, ethiopia, somali 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -3.257, relative change = 5.820e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -3.255, relative change = 5.184e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -3.254, relative change = 4.644e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -3.252, relative change = 4.339e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -3.251, relative change = 4.263e-04) 
## Topic 1: peopl, freedom, ogadeni, apr, somali 
##  Topic 2: ogaden, ethiopian, onlin, africa, inflict 
##  Topic 3: somali, polit, peopl, separ, sever 
##  Topic 4: --, africa, ethiopian, success, battlefield 
##  Topic 5: victori, claim, forc, ethiopia, sep 
##  Topic 6: aggreg, ogaden, win, ababa, addi 
##  Topic 7: rebel, kill, ogaden, claim, group 
##  Topic 8: govern, soldier, troop, attack, sever 
##  Topic 9: battl, ogaden, recent, ethiopian, dozen 
##  Topic 10: africa, ogadeni, jun, sep, freedom 
##  Topic 11: ogadeni, africa, freedom, ethiopia, somali 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -3.250, relative change = 4.355e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -3.248, relative change = 4.497e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -3.247, relative change = 4.575e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -3.245, relative change = 4.704e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -3.244, relative change = 5.015e-04) 
## Topic 1: peopl, freedom, ogadeni, apr, somali 
##  Topic 2: ogaden, ethiopian, onlin, africa, inflict 
##  Topic 3: somali, polit, peopl, separ, kismaayo 
##  Topic 4: --, africa, ethiopian, success, battlefield 
##  Topic 5: victori, claim, ethiopia, forc, sep 
##  Topic 6: aggreg, ogaden, win, ababa, addi 
##  Topic 7: rebel, kill, ogaden, claim, group 
##  Topic 8: govern, soldier, troop, attack, sever 
##  Topic 9: battl, ogaden, recent, ethiopian, dozen 
##  Topic 10: africa, ogadeni, jun, sep, crime 
##  Topic 11: ogadeni, freedom, africa, ethiopia, somali 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -3.242, relative change = 5.369e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -3.240, relative change = 5.577e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -3.238, relative change = 4.909e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -3.237, relative change = 4.089e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -3.236, relative change = 3.585e-04) 
## Topic 1: peopl, freedom, ogadeni, apr, somali 
##  Topic 2: ogaden, ethiopian, onlin, africa, inflict 
##  Topic 3: somali, polit, peopl, separ, kismaayo 
##  Topic 4: --, africa, ethiopian, success, battlefield 
##  Topic 5: victori, ethiopia, claim, forc, sep 
##  Topic 6: aggreg, ogaden, win, ababa, addi 
##  Topic 7: rebel, kill, claim, ogaden, group 
##  Topic 8: govern, soldier, troop, attack, sever 
##  Topic 9: battl, ogaden, recent, ethiopian, dozen 
##  Topic 10: africa, ogadeni, jun, sep, crime 
##  Topic 11: ogadeni, freedom, africa, somali, ethiopia 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -3.235, relative change = 3.323e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 57 (approx. per word bound = -3.234, relative change = 3.219e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 58 (approx. per word bound = -3.233, relative change = 3.342e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 59 (approx. per word bound = -3.231, relative change = 4.129e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 60 (approx. per word bound = -3.230, relative change = 4.809e-04) 
## Topic 1: freedom, peopl, ogadeni, apr, give 
##  Topic 2: ogaden, ethiopian, africa, onlin, inflict 
##  Topic 3: somali, polit, peopl, separ, kismaayo 
##  Topic 4: --, africa, ethiopian, success, battlefield 
##  Topic 5: victori, ethiopia, claim, forc, rebel 
##  Topic 6: aggreg, ogaden, ababa, addi, amhar 
##  Topic 7: rebel, kill, claim, ogaden, group 
##  Topic 8: govern, soldier, troop, attack, sever 
##  Topic 9: battl, ogaden, recent, ethiopian, dozen 
##  Topic 10: africa, jun, ogadeni, sep, crime 
##  Topic 11: ogadeni, freedom, africa, somali, peopl 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 61 (approx. per word bound = -3.228, relative change = 5.247e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 62 (approx. per word bound = -3.227, relative change = 3.379e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 63 (approx. per word bound = -3.226, relative change = 2.279e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 64 (approx. per word bound = -3.226, relative change = 1.975e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 65 (approx. per word bound = -3.225, relative change = 1.772e-04) 
## Topic 1: freedom, peopl, ogadeni, apr, give 
##  Topic 2: ogaden, ethiopian, africa, onlin, inflict 
##  Topic 3: somali, polit, peopl, separ, kismaayo 
##  Topic 4: --, africa, ethiopian, success, rebel 
##  Topic 5: victori, ethiopia, claim, forc, rebel 
##  Topic 6: aggreg, ogaden, ababa, addi, amhar 
##  Topic 7: rebel, kill, claim, ogaden, group 
##  Topic 8: govern, soldier, troop, attack, sever 
##  Topic 9: battl, ogaden, recent, ethiopian, dozen 
##  Topic 10: africa, jun, ogadeni, sep, crime 
##  Topic 11: ogadeni, freedom, africa, peopl, somali 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 66 (approx. per word bound = -3.225, relative change = 1.633e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 67 (approx. per word bound = -3.224, relative change = 1.530e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 68 (approx. per word bound = -3.224, relative change = 1.436e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 69 (approx. per word bound = -3.223, relative change = 1.366e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 70 (approx. per word bound = -3.223, relative change = 1.312e-04) 
## Topic 1: freedom, peopl, ogadeni, apr, give 
##  Topic 2: ogaden, ethiopian, africa, onlin, inflict 
##  Topic 3: somali, polit, peopl, separ, kismaayo 
##  Topic 4: --, africa, ethiopian, rebel, success 
##  Topic 5: victori, ethiopia, claim, rebel, forc 
##  Topic 6: aggreg, ogaden, ababa, addi, amhar 
##  Topic 7: rebel, kill, claim, ogaden, group 
##  Topic 8: govern, soldier, troop, attack, sever 
##  Topic 9: battl, ogaden, recent, ethiopian, dozen 
##  Topic 10: africa, jun, ogadeni, sep, crime 
##  Topic 11: ogadeni, freedom, africa, peopl, somali 
## ..................................................................................................................
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## Completing Iteration 71 (approx. per word bound = -3.222, relative change = 1.285e-04) 
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## Completing Iteration 72 (approx. per word bound = -3.222, relative change = 1.298e-04) 
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## Completing Iteration 73 (approx. per word bound = -3.221, relative change = 1.371e-04) 
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## Completing Iteration 74 (approx. per word bound = -3.221, relative change = 1.568e-04) 
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## Completing Iteration 75 (approx. per word bound = -3.220, relative change = 1.842e-04) 
## Topic 1: freedom, ogadeni, peopl, apr, give 
##  Topic 2: ogaden, ethiopian, africa, onlin, inflict 
##  Topic 3: somali, polit, peopl, separ, kismaayo 
##  Topic 4: --, africa, ethiopian, rebel, success 
##  Topic 5: victori, claim, ethiopia, rebel, forc 
##  Topic 6: aggreg, ogaden, ababa, addi, amhar 
##  Topic 7: rebel, kill, claim, ogaden, group 
##  Topic 8: govern, soldier, troop, attack, sever 
##  Topic 9: battl, ogaden, recent, ethiopian, dozen 
##  Topic 10: africa, jun, sep, ogadeni, crime 
##  Topic 11: ogadeni, freedom, africa, peopl, somali 
## ..................................................................................................................
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## Completing Iteration 76 (approx. per word bound = -3.220, relative change = 2.036e-04) 
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## Completing Iteration 77 (approx. per word bound = -3.219, relative change = 1.932e-04) 
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## Completing Iteration 78 (approx. per word bound = -3.219, relative change = 1.630e-04) 
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## Completing Iteration 79 (approx. per word bound = -3.218, relative change = 1.430e-04) 
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## Completing Iteration 80 (approx. per word bound = -3.218, relative change = 1.380e-04) 
## Topic 1: freedom, ogadeni, peopl, apr, give 
##  Topic 2: ogaden, ethiopian, africa, onlin, inflict 
##  Topic 3: somali, polit, peopl, separ, kismaayo 
##  Topic 4: --, africa, ethiopian, rebel, success 
##  Topic 5: claim, victori, ethiopia, rebel, forc 
##  Topic 6: aggreg, ogaden, ababa, addi, amhar 
##  Topic 7: rebel, kill, claim, ogaden, group 
##  Topic 8: govern, soldier, troop, attack, sever 
##  Topic 9: battl, ogaden, recent, ethiopian, dozen 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, freedom, africa, peopl, somali 
## ..................................................................................................................
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## Completing Iteration 81 (approx. per word bound = -3.217, relative change = 1.375e-04) 
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## Completing Iteration 85 (approx. per word bound = -3.215, relative change = 1.403e-04) 
## Topic 1: freedom, ogadeni, peopl, apr, give 
##  Topic 2: ogaden, ethiopian, africa, onlin, inflict 
##  Topic 3: somali, polit, peopl, separ, kismaayo 
##  Topic 4: --, africa, ethiopian, rebel, success 
##  Topic 5: claim, victori, ethiopia, rebel, forc 
##  Topic 6: aggreg, ogaden, ababa, addi, amhar 
##  Topic 7: rebel, kill, claim, ogaden, group 
##  Topic 8: govern, soldier, troop, attack, sever 
##  Topic 9: battl, ogaden, recent, ethiopian, dozen 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, freedom, africa, peopl, somali 
## ..................................................................................................................
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## Completing Iteration 86 (approx. per word bound = -3.215, relative change = 1.506e-04) 
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## Completing Iteration 87 (approx. per word bound = -3.214, relative change = 1.748e-04) 
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## Completing Iteration 88 (approx. per word bound = -3.214, relative change = 2.157e-04) 
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## Completing Iteration 89 (approx. per word bound = -3.213, relative change = 1.954e-04) 
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## Completing Iteration 90 (approx. per word bound = -3.213, relative change = 1.536e-04) 
## Topic 1: freedom, ogadeni, peopl, apr, give 
##  Topic 2: ogaden, ethiopian, africa, onlin, inflict 
##  Topic 3: somali, polit, peopl, separ, kismaayo 
##  Topic 4: --, africa, ethiopian, rebel, success 
##  Topic 5: claim, victori, rebel, ethiopia, forc 
##  Topic 6: aggreg, ogaden, ababa, addi, amhar 
##  Topic 7: rebel, kill, claim, ogaden, group 
##  Topic 8: govern, soldier, troop, attack, sever 
##  Topic 9: battl, ogaden, recent, ethiopian, dozen 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, freedom, africa, peopl, somali 
## ..................................................................................................................
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## Completing Iteration 91 (approx. per word bound = -3.212, relative change = 8.151e-05) 
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## Completing Iteration 92 (approx. per word bound = -3.212, relative change = 1.906e-05) 
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## Completing Iteration 93 (approx. per word bound = -3.212, relative change = 8.943e-05) 
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## Completing Iteration 95 (approx. per word bound = -3.211, relative change = 1.044e-04) 
## Topic 1: freedom, ogadeni, peopl, apr, give 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, peopl, separ, kismaayo 
##  Topic 4: --, africa, ethiopian, rebel, success 
##  Topic 5: claim, victori, rebel, ethiopia, forc 
##  Topic 6: aggreg, ogaden, ababa, addi, amhar 
##  Topic 7: rebel, kill, claim, ogaden, group 
##  Topic 8: govern, soldier, troop, attack, kill 
##  Topic 9: battl, ogaden, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, freedom, africa, peopl, somali 
## ..................................................................................................................
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## Completing Iteration 96 (approx. per word bound = -3.211, relative change = 1.013e-04) 
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## Completing Iteration 97 (approx. per word bound = -3.211, relative change = 9.937e-05) 
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## Completing Iteration 98 (approx. per word bound = -3.210, relative change = 9.853e-05) 
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## Completing Iteration 99 (approx. per word bound = -3.210, relative change = 9.966e-05) 
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## Completing Iteration 100 (approx. per word bound = -3.210, relative change = 1.048e-04) 
## Topic 1: freedom, ogadeni, peopl, apr, give 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, peopl, separ, kismaayo 
##  Topic 4: --, africa, ethiopian, rebel, success 
##  Topic 5: claim, victori, rebel, ethiopia, forc 
##  Topic 6: aggreg, ogaden, ababa, addi, amhar 
##  Topic 7: rebel, kill, claim, ogaden, group 
##  Topic 8: govern, soldier, troop, attack, kill 
##  Topic 9: battl, ogaden, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, freedom, africa, peopl, somali 
## ..................................................................................................................
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## Completing Iteration 101 (approx. per word bound = -3.209, relative change = 1.127e-04) 
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## Completing Iteration 102 (approx. per word bound = -3.209, relative change = 1.217e-04) 
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## Completing Iteration 103 (approx. per word bound = -3.209, relative change = 1.264e-04) 
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## Completing Iteration 104 (approx. per word bound = -3.208, relative change = 1.207e-04) 
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## Completing Iteration 105 (approx. per word bound = -3.208, relative change = 1.092e-04) 
## Topic 1: freedom, ogadeni, peopl, apr, give 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, peopl, separ, kismaayo 
##  Topic 4: --, africa, ethiopian, rebel, success 
##  Topic 5: claim, victori, rebel, ethiopia, forc 
##  Topic 6: aggreg, ogaden, ababa, addi, amhar 
##  Topic 7: rebel, kill, claim, ogaden, group 
##  Topic 8: govern, soldier, troop, attack, kill 
##  Topic 9: battl, ogaden, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, freedom, africa, peopl, somali 
## ..................................................................................................................
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## Completing Iteration 106 (approx. per word bound = -3.207, relative change = 1.010e-04) 
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## Completing Iteration 107 (approx. per word bound = -3.207, relative change = 9.643e-05) 
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## Completing Iteration 108 (approx. per word bound = -3.207, relative change = 9.552e-05) 
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## Completing Iteration 109 (approx. per word bound = -3.207, relative change = 9.603e-05) 
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## Completing Iteration 110 (approx. per word bound = -3.206, relative change = 9.722e-05) 
## Topic 1: freedom, ogadeni, peopl, apr, give 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, peopl, separ, kismaayo 
##  Topic 4: --, africa, ethiopian, rebel, success 
##  Topic 5: claim, victori, rebel, ethiopia, forc 
##  Topic 6: aggreg, ogaden, ababa, addi, amhar 
##  Topic 7: rebel, kill, claim, ogaden, group 
##  Topic 8: govern, soldier, troop, attack, kill 
##  Topic 9: battl, ogaden, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, freedom, africa, peopl, somali 
## ..................................................................................................................
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## Completing Iteration 111 (approx. per word bound = -3.206, relative change = 9.821e-05) 
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## Completing Iteration 112 (approx. per word bound = -3.206, relative change = 9.920e-05) 
## ..................................................................................................................
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## Completing Iteration 113 (approx. per word bound = -3.205, relative change = 1.004e-04) 
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## Completing Iteration 114 (approx. per word bound = -3.205, relative change = 1.034e-04) 
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## Completing Iteration 115 (approx. per word bound = -3.205, relative change = 1.108e-04) 
## Topic 1: freedom, ogadeni, peopl, apr, give 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, peopl, separ, kismaayo 
##  Topic 4: --, africa, ethiopian, rebel, success 
##  Topic 5: claim, victori, rebel, ethiopia, forc 
##  Topic 6: aggreg, ogaden, ababa, addi, amhar 
##  Topic 7: rebel, kill, claim, ogaden, group 
##  Topic 8: govern, soldier, troop, attack, kill 
##  Topic 9: battl, ogaden, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, freedom, africa, peopl, somali 
## ..................................................................................................................
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## Completing Iteration 116 (approx. per word bound = -3.204, relative change = 1.264e-04) 
## ..................................................................................................................
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## Completing Iteration 117 (approx. per word bound = -3.204, relative change = 1.537e-04) 
## ..................................................................................................................
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## Completing Iteration 118 (approx. per word bound = -3.203, relative change = 1.842e-04) 
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## Completing Iteration 119 (approx. per word bound = -3.203, relative change = 1.676e-04) 
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## Completing Iteration 120 (approx. per word bound = -3.202, relative change = 1.278e-04) 
## Topic 1: freedom, ogadeni, peopl, apr, give 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, peopl, separ, kismaayo 
##  Topic 4: --, africa, ethiopian, rebel, success 
##  Topic 5: claim, victori, rebel, ethiopia, forc 
##  Topic 6: aggreg, ogaden, ababa, addi, amhar 
##  Topic 7: rebel, kill, claim, ogaden, group 
##  Topic 8: govern, soldier, troop, attack, kill 
##  Topic 9: battl, ogaden, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, freedom, africa, peopl, somali 
## ..................................................................................................................
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## Completing Iteration 121 (approx. per word bound = -3.202, relative change = 1.142e-04) 
## ..................................................................................................................
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## Completing Iteration 122 (approx. per word bound = -3.201, relative change = 1.143e-04) 
## ..................................................................................................................
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## Completing Iteration 123 (approx. per word bound = -3.201, relative change = 1.278e-04) 
## ..................................................................................................................
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## Completing Iteration 124 (approx. per word bound = -3.200, relative change = 1.761e-04) 
## ..................................................................................................................
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## Completing Iteration 125 (approx. per word bound = -3.200, relative change = 2.514e-04) 
## Topic 1: freedom, ogadeni, peopl, apr, give 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, peopl, separ, kismaayo 
##  Topic 4: --, africa, ethiopian, rebel, success 
##  Topic 5: claim, victori, rebel, ethiopia, forc 
##  Topic 6: aggreg, ogaden, ababa, addi, amhar 
##  Topic 7: rebel, kill, claim, ogaden, group 
##  Topic 8: govern, soldier, troop, kill, attack 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, freedom, peopl, africa, somali 
## ..................................................................................................................
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## Completing Iteration 126 (approx. per word bound = -3.199, relative change = 2.006e-04) 
## ..................................................................................................................
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## Completing Iteration 127 (approx. per word bound = -3.199, relative change = 1.600e-04) 
## ..................................................................................................................
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## Completing Iteration 128 (approx. per word bound = -3.198, relative change = 1.557e-04) 
## ..................................................................................................................
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## Completing Iteration 129 (approx. per word bound = -3.198, relative change = 1.521e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 130 (approx. per word bound = -3.197, relative change = 1.444e-04) 
## Topic 1: freedom, ogadeni, peopl, apr, give 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, peopl, separ, kismaayo 
##  Topic 4: --, africa, ethiopian, rebel, success 
##  Topic 5: claim, victori, rebel, ethiopia, forc 
##  Topic 6: aggreg, ogaden, ababa, addi, amhar 
##  Topic 7: rebel, kill, claim, ogaden, group 
##  Topic 8: govern, soldier, kill, attack, troop 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, freedom, peopl, africa, somali 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 131 (approx. per word bound = -3.197, relative change = 1.336e-04) 
## ..................................................................................................................
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## Completing Iteration 132 (approx. per word bound = -3.196, relative change = 1.217e-04) 
## ..................................................................................................................
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## Completing Iteration 133 (approx. per word bound = -3.196, relative change = 1.108e-04) 
## ..................................................................................................................
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## Completing Iteration 134 (approx. per word bound = -3.196, relative change = 1.013e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 135 (approx. per word bound = -3.195, relative change = 9.368e-05) 
## Topic 1: freedom, ogadeni, peopl, apr, give 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, peopl, separ, kismaayo 
##  Topic 4: --, africa, ethiopian, rebel, success 
##  Topic 5: claim, victori, rebel, ethiopia, sep 
##  Topic 6: aggreg, ogaden, ababa, addi, amhar 
##  Topic 7: rebel, kill, claim, ogaden, group 
##  Topic 8: govern, soldier, kill, attack, sever 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, freedom, peopl, africa, somali 
## ..................................................................................................................
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## Completing Iteration 136 (approx. per word bound = -3.195, relative change = 8.737e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 137 (approx. per word bound = -3.195, relative change = 8.273e-05) 
## ..................................................................................................................
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## Completing Iteration 138 (approx. per word bound = -3.194, relative change = 7.951e-05) 
## ..................................................................................................................
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## Completing Iteration 139 (approx. per word bound = -3.194, relative change = 7.607e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 140 (approx. per word bound = -3.194, relative change = 7.284e-05) 
## Topic 1: freedom, ogadeni, peopl, apr, give 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, peopl, separ, kismaayo 
##  Topic 4: --, africa, ethiopian, rebel, success 
##  Topic 5: claim, victori, rebel, ethiopia, sep 
##  Topic 6: aggreg, ogaden, ababa, addi, amhar 
##  Topic 7: rebel, kill, claim, ogaden, group 
##  Topic 8: govern, soldier, kill, attack, sever 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, freedom, peopl, africa, somali 
## ..................................................................................................................
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## Completing Iteration 141 (approx. per word bound = -3.194, relative change = 7.029e-05) 
## ..................................................................................................................
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## Completing Iteration 142 (approx. per word bound = -3.194, relative change = 6.813e-05) 
## ..................................................................................................................
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## Completing Iteration 143 (approx. per word bound = -3.193, relative change = 6.797e-05) 
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## Completing Iteration 144 (approx. per word bound = -3.193, relative change = 6.971e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 145 (approx. per word bound = -3.193, relative change = 7.541e-05) 
## Topic 1: freedom, ogadeni, peopl, apr, somali 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, peopl, separ, kismaayo 
##  Topic 4: --, africa, ethiopian, rebel, success 
##  Topic 5: claim, victori, rebel, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, kill, claim, ogaden, group 
##  Topic 8: govern, soldier, kill, attack, sever 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, freedom, peopl, africa, somali 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 146 (approx. per word bound = -3.193, relative change = 8.673e-05) 
## ..................................................................................................................
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## Completing Iteration 147 (approx. per word bound = -3.192, relative change = 1.057e-04) 
## ..................................................................................................................
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## Completing Iteration 148 (approx. per word bound = -3.192, relative change = 1.277e-04) 
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## Completing Iteration 149 (approx. per word bound = -3.191, relative change = 1.429e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 150 (approx. per word bound = -3.191, relative change = 1.435e-04) 
## Topic 1: freedom, ogadeni, peopl, apr, somali 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, peopl, separ, kismaayo 
##  Topic 4: --, africa, ethiopian, rebel, success 
##  Topic 5: claim, victori, rebel, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, kill, claim, ogaden, group 
##  Topic 8: govern, soldier, kill, sever, attack 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, peopl, freedom, africa, somali 
## ..................................................................................................................
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## Completing Iteration 151 (approx. per word bound = -3.191, relative change = 1.351e-04) 
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## Completing Iteration 155 (approx. per word bound = -3.189, relative change = 1.604e-04) 
## Topic 1: freedom, ogadeni, peopl, apr, somali 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, peopl, separ, kismaayo 
##  Topic 4: --, africa, rebel, ethiopian, success 
##  Topic 5: claim, victori, rebel, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, kill, claim, ogaden, group 
##  Topic 8: govern, soldier, kill, sever, clash 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, peopl, freedom, somali, africa 
## ..................................................................................................................
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## Completing Iteration 156 (approx. per word bound = -3.188, relative change = 1.437e-04) 
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## Completing Iteration 160 (approx. per word bound = -3.186, relative change = 1.397e-04) 
## Topic 1: freedom, ogadeni, peopl, apr, somali 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, peopl, separ, kismaayo 
##  Topic 4: --, africa, rebel, ethiopian, success 
##  Topic 5: claim, victori, rebel, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, kill, claim, ogaden, group 
##  Topic 8: govern, soldier, kill, sever, africa 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, peopl, freedom, somali, africa 
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## Completing Iteration 161 (approx. per word bound = -3.186, relative change = 1.366e-04) 
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## Completing Iteration 165 (approx. per word bound = -3.184, relative change = 1.115e-04) 
## Topic 1: freedom, ogadeni, peopl, apr, somali 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, peopl, kismaayo, freedom 
##  Topic 4: --, africa, rebel, ethiopian, success 
##  Topic 5: claim, victori, rebel, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, kill, claim, ogaden, group 
##  Topic 8: govern, soldier, kill, africa, sever 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, peopl, freedom, somali, africa 
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## Completing Iteration 166 (approx. per word bound = -3.184, relative change = 1.049e-04) 
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## Completing Iteration 170 (approx. per word bound = -3.183, relative change = 8.694e-05) 
## Topic 1: freedom, ogadeni, peopl, apr, somali 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, peopl, kismaayo, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: claim, victori, rebel, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, kill, claim, ogaden, group 
##  Topic 8: govern, soldier, kill, africa, sever 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, peopl, freedom, somali, africa 
## ..................................................................................................................
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## Completing Iteration 175 (approx. per word bound = -3.182, relative change = 6.754e-05) 
## Topic 1: freedom, ogadeni, peopl, apr, somali 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, peopl, kismaayo, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: claim, victori, rebel, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, claim, kill, ogaden, group 
##  Topic 8: govern, soldier, kill, africa, sever 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, peopl, freedom, somali, africa 
## ..................................................................................................................
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## Completing Iteration 176 (approx. per word bound = -3.182, relative change = 6.590e-05) 
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## Completing Iteration 180 (approx. per word bound = -3.180, relative change = 6.589e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, peopl, kismaayo, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: claim, victori, rebel, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, claim, kill, ogaden, group 
##  Topic 8: govern, kill, soldier, africa, sever 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, peopl, freedom, somali, africa 
## ..................................................................................................................
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## Completing Iteration 181 (approx. per word bound = -3.180, relative change = 6.401e-05) 
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## Completing Iteration 185 (approx. per word bound = -3.179, relative change = 5.588e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, peopl, freedom, kismaayo 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: claim, victori, rebel, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, claim, kill, ogaden, group 
##  Topic 8: govern, kill, soldier, africa, sever 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, peopl, freedom, somali, africa 
## ..................................................................................................................
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## Completing Iteration 186 (approx. per word bound = -3.179, relative change = 5.050e-05) 
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## Completing Iteration 190 (approx. per word bound = -3.178, relative change = 4.388e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, peopl, freedom, kismaayo 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, claim, kill, group, ogaden 
##  Topic 8: govern, kill, soldier, africa, sever 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, peopl, freedom, somali, africa 
## ..................................................................................................................
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## Completing Iteration 191 (approx. per word bound = -3.178, relative change = 4.257e-05) 
## ..................................................................................................................
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## ..................................................................................................................
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## Completing Iteration 193 (approx. per word bound = -3.178, relative change = 4.141e-05) 
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## Completing Iteration 195 (approx. per word bound = -3.178, relative change = 4.027e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, peopl, freedom, africa 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, claim, kill, group, ogaden 
##  Topic 8: govern, kill, soldier, africa, sever 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, peopl, freedom, somali, africa 
## ..................................................................................................................
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## Completing Iteration 196 (approx. per word bound = -3.178, relative change = 3.985e-05) 
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## Completing Iteration 197 (approx. per word bound = -3.177, relative change = 3.952e-05) 
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## Completing Iteration 198 (approx. per word bound = -3.177, relative change = 3.924e-05) 
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## Completing Iteration 200 (approx. per word bound = -3.177, relative change = 3.915e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, peopl, africa, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, rebel, claim, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, claim, kill, group, ogaden 
##  Topic 8: govern, kill, soldier, africa, sever 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, peopl, freedom, somali, africa 
## ..................................................................................................................
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## Completing Iteration 201 (approx. per word bound = -3.177, relative change = 3.847e-05) 
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## Completing Iteration 203 (approx. per word bound = -3.177, relative change = 3.884e-05) 
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## Completing Iteration 204 (approx. per word bound = -3.177, relative change = 3.782e-05) 
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## Completing Iteration 205 (approx. per word bound = -3.176, relative change = 3.757e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, peopl, africa, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, rebel, claim, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, claim, kill, group, ogaden 
##  Topic 8: govern, kill, soldier, africa, sever 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, peopl, freedom, somali, africa 
## ..................................................................................................................
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## Completing Iteration 206 (approx. per word bound = -3.176, relative change = 3.679e-05) 
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## Completing Iteration 207 (approx. per word bound = -3.176, relative change = 3.639e-05) 
## ..................................................................................................................
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## Completing Iteration 208 (approx. per word bound = -3.176, relative change = 3.512e-05) 
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## Completing Iteration 209 (approx. per word bound = -3.176, relative change = 3.506e-05) 
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## Completing Iteration 210 (approx. per word bound = -3.176, relative change = 3.423e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, peopl, africa, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, rebel, claim, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, claim, group, kill, ogaden 
##  Topic 8: govern, kill, soldier, africa, sever 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, peopl, freedom, somali, africa 
## ..................................................................................................................
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## Completing Iteration 211 (approx. per word bound = -3.176, relative change = 3.403e-05) 
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## Completing Iteration 212 (approx. per word bound = -3.176, relative change = 3.363e-05) 
## ..................................................................................................................
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## Completing Iteration 213 (approx. per word bound = -3.176, relative change = 3.355e-05) 
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## Completing Iteration 214 (approx. per word bound = -3.175, relative change = 3.360e-05) 
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## Completing Iteration 215 (approx. per word bound = -3.175, relative change = 3.331e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, peopl, africa, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, rebel, claim, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, claim, group, kill, ogaden 
##  Topic 8: govern, kill, soldier, africa, sever 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, peopl, freedom, somali, africa 
## ..................................................................................................................
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## Completing Iteration 216 (approx. per word bound = -3.175, relative change = 3.412e-05) 
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## Completing Iteration 217 (approx. per word bound = -3.175, relative change = 3.504e-05) 
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## Completing Iteration 218 (approx. per word bound = -3.175, relative change = 3.662e-05) 
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## Completing Iteration 219 (approx. per word bound = -3.175, relative change = 3.962e-05) 
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## Completing Iteration 220 (approx. per word bound = -3.175, relative change = 4.507e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, peopl, africa, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, rebel, claim, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, claim, group, ogaden, kill 
##  Topic 8: govern, kill, soldier, africa, sever 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, peopl, freedom, somali, africa 
## ..................................................................................................................
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## Completing Iteration 221 (approx. per word bound = -3.175, relative change = 5.608e-05) 
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## Completing Iteration 222 (approx. per word bound = -3.174, relative change = 8.133e-05) 
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## Completing Iteration 223 (approx. per word bound = -3.174, relative change = 1.166e-04) 
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## Completing Iteration 224 (approx. per word bound = -3.174, relative change = 1.220e-04) 
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## Completing Iteration 225 (approx. per word bound = -3.173, relative change = 1.065e-04) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, africa, peopl, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, rebel, claim, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, claim, group, ogaden, kill 
##  Topic 8: govern, kill, soldier, africa, sever 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, peopl, freedom, somali, africa 
## ..................................................................................................................
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## Completing Iteration 226 (approx. per word bound = -3.173, relative change = 7.361e-05) 
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## Completing Iteration 227 (approx. per word bound = -3.173, relative change = 5.677e-05) 
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## Completing Iteration 228 (approx. per word bound = -3.173, relative change = 5.075e-05) 
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## Completing Iteration 229 (approx. per word bound = -3.173, relative change = 4.643e-05) 
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## Completing Iteration 230 (approx. per word bound = -3.172, relative change = 4.547e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, africa, peopl, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, rebel, claim, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, claim, group, soldier, ogaden 
##  Topic 8: govern, kill, soldier, africa, sever 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, peopl, freedom, somali, africa 
## ..................................................................................................................
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## Completing Iteration 231 (approx. per word bound = -3.172, relative change = 4.509e-05) 
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## Completing Iteration 235 (approx. per word bound = -3.172, relative change = 4.375e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, africa, peopl, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, rebel, claim, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, claim, group, soldier, ogaden 
##  Topic 8: govern, kill, soldier, africa, sever 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, peopl, freedom, somali, africa 
## ..................................................................................................................
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## Completing Iteration 236 (approx. per word bound = -3.172, relative change = 4.400e-05) 
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## Completing Iteration 240 (approx. per word bound = -3.171, relative change = 4.551e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, africa, peopl, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, rebel, claim, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, claim, group, soldier, ogaden 
##  Topic 8: govern, kill, soldier, africa, sever 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, peopl, freedom, somali, africa 
## ..................................................................................................................
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## Completing Iteration 241 (approx. per word bound = -3.171, relative change = 4.643e-05) 
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## Completing Iteration 245 (approx. per word bound = -3.170, relative change = 4.999e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, polit, africa, peopl, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, rebel, claim, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, claim, group, soldier, ogaden 
##  Topic 8: govern, kill, soldier, africa, sever 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, peopl, freedom, somali, africa 
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## Completing Iteration 250 (approx. per word bound = -3.169, relative change = 5.197e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, africa, polit, peopl, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, rebel, claim, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, claim, group, soldier, ogaden 
##  Topic 8: govern, kill, soldier, africa, sever 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, peopl, freedom, somali, africa 
## ..................................................................................................................
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## Completing Iteration 255 (approx. per word bound = -3.169, relative change = 5.562e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, africa, polit, peopl, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, rebel, claim, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, claim, soldier, group, ogaden 
##  Topic 8: govern, kill, soldier, africa, sever 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, crime, text 
##  Topic 11: ogadeni, peopl, freedom, somali, africa 
## ..................................................................................................................
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## Completing Iteration 256 (approx. per word bound = -3.168, relative change = 5.738e-05) 
## ..................................................................................................................
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## Completing Iteration 258 (approx. per word bound = -3.168, relative change = 6.056e-05) 
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## Completing Iteration 260 (approx. per word bound = -3.168, relative change = 6.426e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, africa, polit, peopl, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, rebel, claim, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, claim, soldier, group, ogaden 
##  Topic 8: govern, kill, soldier, africa, sever 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, somali, crime 
##  Topic 11: ogadeni, peopl, freedom, somali, ethiopia 
## ..................................................................................................................
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## Completing Iteration 261 (approx. per word bound = -3.167, relative change = 6.495e-05) 
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## Completing Iteration 264 (approx. per word bound = -3.167, relative change = 6.680e-05) 
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## Completing Iteration 265 (approx. per word bound = -3.167, relative change = 6.785e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, africa, polit, peopl, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, claim, soldier, ogaden, group 
##  Topic 8: govern, kill, soldier, africa, sever 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, sep, somali, crime 
##  Topic 11: ogadeni, peopl, somali, freedom, ethiopia 
## ..................................................................................................................
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## Completing Iteration 266 (approx. per word bound = -3.166, relative change = 6.671e-05) 
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## Completing Iteration 267 (approx. per word bound = -3.166, relative change = 6.625e-05) 
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## Completing Iteration 268 (approx. per word bound = -3.166, relative change = 6.371e-05) 
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## Completing Iteration 269 (approx. per word bound = -3.166, relative change = 6.380e-05) 
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## Completing Iteration 270 (approx. per word bound = -3.166, relative change = 6.121e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, africa, polit, peopl, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, claim, soldier, ogaden, kill 
##  Topic 8: govern, kill, soldier, africa, sever 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: ogadeni, somali, peopl, freedom, ethiopia 
## ..................................................................................................................
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## Completing Iteration 271 (approx. per word bound = -3.165, relative change = 5.975e-05) 
## ..................................................................................................................
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## Completing Iteration 272 (approx. per word bound = -3.165, relative change = 5.755e-05) 
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## Completing Iteration 273 (approx. per word bound = -3.165, relative change = 5.499e-05) 
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## Completing Iteration 274 (approx. per word bound = -3.165, relative change = 5.351e-05) 
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## Completing Iteration 275 (approx. per word bound = -3.165, relative change = 5.276e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: somali, africa, polit, peopl, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, claim, soldier, kill, ogaden 
##  Topic 8: govern, kill, soldier, africa, group 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: ogadeni, somali, peopl, freedom, ethiopia 
## ..................................................................................................................
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## Completing Iteration 276 (approx. per word bound = -3.164, relative change = 4.983e-05) 
## ..................................................................................................................
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## Completing Iteration 277 (approx. per word bound = -3.164, relative change = 4.943e-05) 
## ..................................................................................................................
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## Completing Iteration 278 (approx. per word bound = -3.164, relative change = 4.734e-05) 
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## Completing Iteration 279 (approx. per word bound = -3.164, relative change = 4.594e-05) 
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## Completing Iteration 280 (approx. per word bound = -3.164, relative change = 4.457e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, somali, polit, peopl, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, claim, soldier, kill, ogaden 
##  Topic 8: govern, kill, soldier, group, sever 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: ogadeni, somali, peopl, freedom, ethiopia 
## ..................................................................................................................
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## Completing Iteration 281 (approx. per word bound = -3.164, relative change = 4.367e-05) 
## ..................................................................................................................
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## Completing Iteration 282 (approx. per word bound = -3.164, relative change = 4.190e-05) 
## ..................................................................................................................
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## Completing Iteration 283 (approx. per word bound = -3.163, relative change = 4.120e-05) 
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## Completing Iteration 284 (approx. per word bound = -3.163, relative change = 4.112e-05) 
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## Completing Iteration 285 (approx. per word bound = -3.163, relative change = 4.075e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, somali, polit, peopl, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, claim, kill, ogaden 
##  Topic 8: govern, kill, soldier, group, sever 
##  Topic 9: ogaden, battl, recent, ethiopian, soldier 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: ogadeni, somali, peopl, freedom, ethiopia 
## ..................................................................................................................
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## Completing Iteration 286 (approx. per word bound = -3.163, relative change = 4.073e-05) 
## ..................................................................................................................
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## Completing Iteration 287 (approx. per word bound = -3.163, relative change = 4.151e-05) 
## ..................................................................................................................
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## Completing Iteration 288 (approx. per word bound = -3.163, relative change = 4.186e-05) 
## ..................................................................................................................
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## Completing Iteration 289 (approx. per word bound = -3.163, relative change = 4.195e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 290 (approx. per word bound = -3.163, relative change = 3.926e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, somali, polit, peopl, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, claim, kill, ogaden 
##  Topic 8: govern, kill, soldier, group, sever 
##  Topic 9: ogaden, battl, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: ogadeni, somali, peopl, freedom, ethiopia 
## ..................................................................................................................
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## Completing Iteration 291 (approx. per word bound = -3.162, relative change = 3.634e-05) 
## ..................................................................................................................
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## Completing Iteration 292 (approx. per word bound = -3.162, relative change = 3.305e-05) 
## ..................................................................................................................
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## Completing Iteration 293 (approx. per word bound = -3.162, relative change = 3.183e-05) 
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## Completing Iteration 294 (approx. per word bound = -3.162, relative change = 3.004e-05) 
## ..................................................................................................................
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## Completing Iteration 295 (approx. per word bound = -3.162, relative change = 2.975e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, somali, polit, peopl, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, claim, kill, ogaden 
##  Topic 8: govern, kill, soldier, group, sever 
##  Topic 9: ogaden, battl, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: ogadeni, somali, peopl, freedom, ethiopia 
## ..................................................................................................................
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## Completing Iteration 296 (approx. per word bound = -3.162, relative change = 2.809e-05) 
## ..................................................................................................................
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## Completing Iteration 297 (approx. per word bound = -3.162, relative change = 2.737e-05) 
## ..................................................................................................................
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## Completing Iteration 298 (approx. per word bound = -3.162, relative change = 2.744e-05) 
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## Completing Iteration 299 (approx. per word bound = -3.162, relative change = 2.661e-05) 
## ..................................................................................................................
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## Completing Iteration 300 (approx. per word bound = -3.162, relative change = 2.577e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, somali, polit, peopl, kismaayo 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, claim, kill, ogaden 
##  Topic 8: govern, kill, soldier, group, sever 
##  Topic 9: ogaden, battl, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: ogadeni, somali, peopl, freedom, ethiopia 
## ..................................................................................................................
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## Completing Iteration 301 (approx. per word bound = -3.162, relative change = 2.467e-05) 
## ..................................................................................................................
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## Completing Iteration 302 (approx. per word bound = -3.161, relative change = 2.472e-05) 
## ..................................................................................................................
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## Completing Iteration 303 (approx. per word bound = -3.161, relative change = 2.387e-05) 
## ..................................................................................................................
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## Completing Iteration 304 (approx. per word bound = -3.161, relative change = 2.339e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 305 (approx. per word bound = -3.161, relative change = 2.290e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, somali, polit, kismaayo, peopl 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, soldier, group, sever 
##  Topic 9: ogaden, battl, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: ogadeni, somali, peopl, freedom, ethiopia 
## ..................................................................................................................
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## Completing Iteration 306 (approx. per word bound = -3.161, relative change = 2.231e-05) 
## ..................................................................................................................
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## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, somali, polit, kismaayo, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, soldier, group, sever 
##  Topic 9: ogaden, battl, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: ogadeni, somali, peopl, freedom, ethiopia 
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## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, somali, polit, kismaayo, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, soldier, group, sever 
##  Topic 9: ogaden, battl, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: ogadeni, somali, peopl, freedom, ethiopia 
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## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, somali, polit, kismaayo, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, soldier, group, sever 
##  Topic 9: ogaden, battl, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: ogadeni, somali, peopl, freedom, ethiopia 
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## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, somali, polit, kismaayo, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, ethiopia, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, soldier, group, sever 
##  Topic 9: ogaden, battl, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: ogadeni, somali, peopl, freedom, ethiopia 
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## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, somali, polit, kismaayo, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, ethiopia, govern 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, group, soldier, sever 
##  Topic 9: ogaden, battl, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: ogadeni, somali, peopl, freedom, ethiopia 
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## Completing Iteration 335 (approx. per word bound = -3.160, relative change = 1.430e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, kismaayo, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, ethiopia, govern 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, group, soldier, sever 
##  Topic 9: ogaden, battl, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: ogadeni, somali, peopl, freedom, ethiopia 
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## Completing Iteration 340 (approx. per word bound = -3.159, relative change = 1.308e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, kismaayo, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, govern, ethiopia 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, group, soldier, sever 
##  Topic 9: ogaden, battl, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: ogadeni, somali, peopl, freedom, ethiopia 
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## Completing Iteration 345 (approx. per word bound = -3.159, relative change = 1.417e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, kismaayo, freedom 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, govern, ethiopia 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, group, soldier, sever 
##  Topic 9: ogaden, battl, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: ogadeni, somali, peopl, freedom, ethiopia 
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## Completing Iteration 350 (approx. per word bound = -3.159, relative change = 1.597e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, kismaayo, menhaus 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, govern, ethiopia 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, group, soldier, sever 
##  Topic 9: ogaden, battl, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
## ..................................................................................................................
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## Completing Iteration 355 (approx. per word bound = -3.159, relative change = 1.684e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, kismaayo, menhaus 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, govern, ethiopia 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, group, soldier, sever 
##  Topic 9: ogaden, battl, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
## ..................................................................................................................
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## Completing Iteration 356 (approx. per word bound = -3.159, relative change = 1.571e-05) 
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## Completing Iteration 360 (approx. per word bound = -3.158, relative change = 1.307e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, kismaayo, menhaus 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, govern, ethiopia 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, group, soldier, sever 
##  Topic 9: ogaden, battl, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
## ..................................................................................................................
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## Completing Iteration 361 (approx. per word bound = -3.158, relative change = 1.349e-05) 
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## Completing Iteration 365 (approx. per word bound = -3.158, relative change = 1.420e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, kismaayo, menhaus 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, govern, ethiopia 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, group, soldier, sever 
##  Topic 9: ogaden, battl, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
## ..................................................................................................................
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## Completing Iteration 366 (approx. per word bound = -3.158, relative change = 1.398e-05) 
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## Completing Iteration 367 (approx. per word bound = -3.158, relative change = 1.451e-05) 
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## Completing Iteration 368 (approx. per word bound = -3.158, relative change = 1.428e-05) 
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## Completing Iteration 369 (approx. per word bound = -3.158, relative change = 1.494e-05) 
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## Completing Iteration 370 (approx. per word bound = -3.158, relative change = 1.538e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, kismaayo, menhaus 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, govern, ethiopia 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, group, soldier, sever 
##  Topic 9: ogaden, battl, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
## ..................................................................................................................
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## Completing Iteration 371 (approx. per word bound = -3.158, relative change = 1.542e-05) 
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## Completing Iteration 374 (approx. per word bound = -3.158, relative change = 1.605e-05) 
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## Completing Iteration 375 (approx. per word bound = -3.158, relative change = 1.736e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, kismaayo, menhaus 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, govern, ethiopia 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, group, soldier, sever 
##  Topic 9: ogaden, battl, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
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## Completing Iteration 379 (approx. per word bound = -3.158, relative change = 1.874e-05) 
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## Completing Iteration 380 (approx. per word bound = -3.157, relative change = 1.862e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, kismaayo, menhaus 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, govern, ethiopia 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, group, soldier, sever 
##  Topic 9: ogaden, battl, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
## ..................................................................................................................
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## Completing Iteration 381 (approx. per word bound = -3.157, relative change = 2.038e-05) 
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## Completing Iteration 382 (approx. per word bound = -3.157, relative change = 2.006e-05) 
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## Completing Iteration 383 (approx. per word bound = -3.157, relative change = 2.005e-05) 
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## Completing Iteration 384 (approx. per word bound = -3.157, relative change = 2.181e-05) 
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## Completing Iteration 385 (approx. per word bound = -3.157, relative change = 2.182e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, menhaus, kismaayo 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, govern, ethiopia 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, group, soldier, sever 
##  Topic 9: ogaden, battl, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
## ..................................................................................................................
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## Completing Iteration 386 (approx. per word bound = -3.157, relative change = 2.218e-05) 
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## Completing Iteration 390 (approx. per word bound = -3.157, relative change = 2.438e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, menhaus, kismaayo 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, govern, ethiopia 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, group, soldier, sever 
##  Topic 9: ogaden, battl, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
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## Completing Iteration 395 (approx. per word bound = -3.156, relative change = 2.459e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, menhaus, kismaayo 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, govern, ethiopia 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, group, soldier, sever 
##  Topic 9: ogaden, battl, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
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## Completing Iteration 396 (approx. per word bound = -3.156, relative change = 2.425e-05) 
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## Completing Iteration 400 (approx. per word bound = -3.156, relative change = 2.377e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, menhaus, kismaayo 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, govern, ethiopia 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, group, soldier, sever 
##  Topic 9: ogaden, battl, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
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## Completing Iteration 405 (approx. per word bound = -3.156, relative change = 3.011e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, menhaus, kismaayo 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, govern, ethiopia 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, group, soldier, sever 
##  Topic 9: ogaden, battl, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
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## Completing Iteration 406 (approx. per word bound = -3.155, relative change = 3.330e-05) 
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## Completing Iteration 410 (approx. per word bound = -3.155, relative change = 5.148e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, menhaus, kismaayo 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, govern, ethiopia 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, group, soldier, sever 
##  Topic 9: battl, ogaden, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
## ..................................................................................................................
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## Completing Iteration 411 (approx. per word bound = -3.155, relative change = 4.869e-05) 
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## Completing Iteration 415 (approx. per word bound = -3.154, relative change = 3.143e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, menhaus, kismaayo 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, govern, ethiopia 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, group, soldier, clash 
##  Topic 9: battl, ogaden, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
## ..................................................................................................................
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## Completing Iteration 416 (approx. per word bound = -3.154, relative change = 3.048e-05) 
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## Completing Iteration 420 (approx. per word bound = -3.154, relative change = 3.183e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, menhaus, kismaayo 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, govern, ethiopia 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, group, soldier, clash 
##  Topic 9: battl, ogaden, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
## ..................................................................................................................
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## Completing Iteration 421 (approx. per word bound = -3.154, relative change = 3.446e-05) 
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## Completing Iteration 425 (approx. per word bound = -3.153, relative change = 3.848e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, menhaus, kismaayo 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, govern, ethiopia 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, group, soldier, clash 
##  Topic 9: battl, ogaden, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
## ..................................................................................................................
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## Completing Iteration 426 (approx. per word bound = -3.153, relative change = 3.697e-05) 
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## Completing Iteration 427 (approx. per word bound = -3.153, relative change = 3.594e-05) 
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## Completing Iteration 430 (approx. per word bound = -3.153, relative change = 3.184e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, apr 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, menhaus, kismaayo 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, govern, ethiopia 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, group, soldier, clash 
##  Topic 9: battl, ogaden, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
## ..................................................................................................................
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## Completing Iteration 431 (approx. per word bound = -3.153, relative change = 3.308e-05) 
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## Completing Iteration 432 (approx. per word bound = -3.152, relative change = 3.182e-05) 
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## Completing Iteration 435 (approx. per word bound = -3.152, relative change = 3.245e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, africa 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, menhaus, kismaayo 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, govern, ethiopia 
##  Topic 6: ogaden, aggreg, ababa, addi, militarycommuniqu 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, group, soldier, clash 
##  Topic 9: battl, ogaden, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
## ..................................................................................................................
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## Completing Iteration 436 (approx. per word bound = -3.152, relative change = 3.097e-05) 
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## Completing Iteration 437 (approx. per word bound = -3.152, relative change = 3.151e-05) 
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## Completing Iteration 438 (approx. per word bound = -3.152, relative change = 3.129e-05) 
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## Completing Iteration 440 (approx. per word bound = -3.152, relative change = 3.018e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, africa 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, menhaus, kismaayo 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, govern, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, group, soldier, clash 
##  Topic 9: battl, ogaden, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
## ..................................................................................................................
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## Completing Iteration 441 (approx. per word bound = -3.152, relative change = 3.138e-05) 
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## Completing Iteration 442 (approx. per word bound = -3.151, relative change = 3.039e-05) 
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## Completing Iteration 443 (approx. per word bound = -3.151, relative change = 3.062e-05) 
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## Completing Iteration 444 (approx. per word bound = -3.151, relative change = 3.006e-05) 
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## Completing Iteration 445 (approx. per word bound = -3.151, relative change = 3.029e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, africa 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, menhaus, kismaayo 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, rebel, govern, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, group, soldier, clash 
##  Topic 9: battl, ogaden, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
## ..................................................................................................................
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## Completing Iteration 446 (approx. per word bound = -3.151, relative change = 3.004e-05) 
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## Completing Iteration 447 (approx. per word bound = -3.151, relative change = 2.946e-05) 
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## Completing Iteration 448 (approx. per word bound = -3.151, relative change = 2.952e-05) 
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## Completing Iteration 449 (approx. per word bound = -3.151, relative change = 2.889e-05) 
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## Completing Iteration 450 (approx. per word bound = -3.151, relative change = 2.905e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, africa 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, menhaus, kismaayo 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, govern, rebel, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, group, soldier, clash 
##  Topic 9: battl, ogaden, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
## ..................................................................................................................
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## Completing Iteration 451 (approx. per word bound = -3.151, relative change = 2.917e-05) 
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## Completing Iteration 452 (approx. per word bound = -3.151, relative change = 2.824e-05) 
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## Completing Iteration 453 (approx. per word bound = -3.150, relative change = 2.929e-05) 
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## Completing Iteration 454 (approx. per word bound = -3.150, relative change = 2.771e-05) 
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## Completing Iteration 455 (approx. per word bound = -3.150, relative change = 2.903e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, africa 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, menhaus, kismaayo 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, govern, rebel, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, claim, ogaden 
##  Topic 8: govern, kill, group, soldier, clash 
##  Topic 9: battl, ogaden, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
## ..................................................................................................................
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## Completing Iteration 456 (approx. per word bound = -3.150, relative change = 2.798e-05) 
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## Completing Iteration 457 (approx. per word bound = -3.150, relative change = 2.806e-05) 
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## Completing Iteration 458 (approx. per word bound = -3.150, relative change = 2.896e-05) 
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## Completing Iteration 459 (approx. per word bound = -3.150, relative change = 2.831e-05) 
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## Completing Iteration 460 (approx. per word bound = -3.150, relative change = 2.942e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, africa 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, menhaus, kismaayo 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, govern, rebel, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, ogaden, claim 
##  Topic 8: govern, kill, group, soldier, claim 
##  Topic 9: battl, ogaden, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
## ..................................................................................................................
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## Completing Iteration 461 (approx. per word bound = -3.150, relative change = 3.033e-05) 
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## Completing Iteration 462 (approx. per word bound = -3.150, relative change = 3.074e-05) 
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## Completing Iteration 463 (approx. per word bound = -3.150, relative change = 3.365e-05) 
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## Completing Iteration 464 (approx. per word bound = -3.149, relative change = 3.575e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 465 (approx. per word bound = -3.149, relative change = 3.865e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, africa 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, menhaus, kismaayo 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, govern, rebel, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, ogaden, claim 
##  Topic 8: govern, kill, group, soldier, claim 
##  Topic 9: battl, ogaden, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 466 (approx. per word bound = -3.149, relative change = 4.188e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 467 (approx. per word bound = -3.149, relative change = 4.362e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 468 (approx. per word bound = -3.149, relative change = 4.493e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 469 (approx. per word bound = -3.149, relative change = 4.225e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 470 (approx. per word bound = -3.149, relative change = 3.986e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, africa 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, menhaus, kismaayo 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, govern, rebel, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, ogaden, claim 
##  Topic 8: govern, kill, group, soldier, claim 
##  Topic 9: battl, ogaden, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 471 (approx. per word bound = -3.148, relative change = 3.784e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 472 (approx. per word bound = -3.148, relative change = 3.502e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 473 (approx. per word bound = -3.148, relative change = 3.449e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 474 (approx. per word bound = -3.148, relative change = 3.484e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 475 (approx. per word bound = -3.148, relative change = 3.533e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, africa 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, menhaus, kismaayo 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, govern, rebel, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, amhar 
##  Topic 7: rebel, soldier, kill, ogaden, claim 
##  Topic 8: govern, kill, group, soldier, claim 
##  Topic 9: battl, ogaden, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 476 (approx. per word bound = -3.148, relative change = 3.480e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 477 (approx. per word bound = -3.148, relative change = 3.620e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 478 (approx. per word bound = -3.148, relative change = 3.533e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 479 (approx. per word bound = -3.148, relative change = 3.517e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 480 (approx. per word bound = -3.147, relative change = 3.324e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, africa 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, menhaus, kismaayo 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, govern, rebel, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, liber 
##  Topic 7: rebel, soldier, kill, ogaden, claim 
##  Topic 8: govern, kill, group, soldier, claim 
##  Topic 9: battl, ogaden, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 481 (approx. per word bound = -3.147, relative change = 3.103e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 482 (approx. per word bound = -3.147, relative change = 3.186e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 483 (approx. per word bound = -3.147, relative change = 3.306e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 484 (approx. per word bound = -3.147, relative change = 3.553e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 485 (approx. per word bound = -3.147, relative change = 4.182e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, africa 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, menhaus, kismaayo 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, govern, rebel, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, liber 
##  Topic 7: rebel, soldier, kill, ogaden, claim 
##  Topic 8: govern, kill, group, claim, soldier 
##  Topic 9: battl, ogaden, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 486 (approx. per word bound = -3.147, relative change = 5.580e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 487 (approx. per word bound = -3.147, relative change = 8.094e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 488 (approx. per word bound = -3.146, relative change = 9.460e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 489 (approx. per word bound = -3.146, relative change = 7.675e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 490 (approx. per word bound = -3.146, relative change = 5.592e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, africa 
##  Topic 2: ogaden, ethiopian, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, menhaus, kismaayo 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, govern, rebel, sep 
##  Topic 6: ogaden, aggreg, ababa, addi, liber 
##  Topic 7: rebel, soldier, kill, ogaden, claim 
##  Topic 8: govern, kill, group, claim, soldier 
##  Topic 9: battl, ogaden, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 491 (approx. per word bound = -3.146, relative change = 4.591e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 492 (approx. per word bound = -3.146, relative change = 4.042e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 493 (approx. per word bound = -3.145, relative change = 3.847e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 494 (approx. per word bound = -3.145, relative change = 3.563e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 495 (approx. per word bound = -3.145, relative change = 3.388e-05) 
## Topic 1: freedom, ogadeni, peopl, somali, africa 
##  Topic 2: ethiopian, ogaden, africa, onlin, rebel 
##  Topic 3: africa, polit, somali, menhaus, kismaayo 
##  Topic 4: --, africa, rebel, ethiopian, ogaden 
##  Topic 5: victori, claim, govern, rebel, sep 
##  Topic 6: ogaden, aggreg, liber, nation, ababa 
##  Topic 7: rebel, soldier, kill, ogaden, claim 
##  Topic 8: govern, kill, group, claim, soldier 
##  Topic 9: battl, ogaden, recent, soldier, ethiopian 
##  Topic 10: africa, jun, somali, sep, crime 
##  Topic 11: somali, ogadeni, peopl, freedom, ethiopia 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 496 (approx. per word bound = -3.145, relative change = 3.129e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 497 (approx. per word bound = -3.145, relative change = 3.148e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 498 (approx. per word bound = -3.145, relative change = 2.930e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 499 (approx. per word bound = -3.145, relative change = 2.864e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Terminated Before Convergence Reached 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ............
##   Recovering initialization...
##      ..
## Initialization complete.
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.613) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -3.928, relative change = 1.485e-01) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -3.908, relative change = 5.142e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -3.735, relative change = 4.439e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      .............
##   Recovering initialization...
##      ..
## Initialization complete.
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.614) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -3.854, relative change = 1.647e-01) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -3.685, relative change = 4.387e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -3.601, relative change = 2.260e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -3.553, relative change = 1.342e-02) 
## Topic 1: ethiopia, claim, ogadeni, group, rebel 
##  Topic 2: ethiopia, region, crime, state, asmara 
##  Topic 3: govern, kill, polit, battlefield, success 
##  Topic 4: ethiopia, claim, ogadeni, group, rebel 
##  Topic 5: soldier, ogadeni, claim, group, apr 
##  Topic 6: aggreg, rebel, inflict, clash, ethiopia 
##  Topic 7: africa, ogadeni, jun, rebel, text 
##  Topic 8: ethiopian, onlin, soldier, communiqu, opposit 
##  Topic 9: ogadeni, jun, dozen, ababa, addi 
##  Topic 10: forc, --, attack, ethiopia, rebel 
##  Topic 11: rebel, ethiopian, ogaden, victori, militari 
##  Topic 12: claim, kill, troop, onlf, front 
##  Topic 13: freedom, peopl, somali, ogaden, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -3.484, relative change = 1.934e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -3.456, relative change = 8.113e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -3.415, relative change = 1.202e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -3.385, relative change = 8.642e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -3.357, relative change = 8.414e-03) 
## Topic 1: ethiopia, rebel, group, victori, battl 
##  Topic 2: region, crime, ethiopia, state, ababa 
##  Topic 3: govern, polit, kill, battlefield, separ 
##  Topic 4: ethiopia, claim, group, rebel, ogadeni 
##  Topic 5: soldier, kill, rebel, claim, ogadeni 
##  Topic 6: forc, aggreg, ogaden, clash, rebel 
##  Topic 7: africa, apr, ogadeni, asia, kismaayo 
##  Topic 8: onlin, ethiopian, soldier, ogaden, opposit 
##  Topic 9: ogadeni, jun, dozen, text, agent 
##  Topic 10: forc, --, attack, ethiopia, rebel 
##  Topic 11: rebel, ogaden, ethiopian, victori, militari 
##  Topic 12: claim, troop, onlf, kill, success 
##  Topic 13: freedom, peopl, somali, africa, sep 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -3.335, relative change = 6.475e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -3.317, relative change = 5.250e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -3.303, relative change = 4.320e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -3.292, relative change = 3.350e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -3.283, relative change = 2.795e-03) 
## Topic 1: ethiopia, rebel, group, victori, battl 
##  Topic 2: ogaden, region, crime, ethiopia, state 
##  Topic 3: govern, polit, kill, battlefield, separ 
##  Topic 4: ethiopia, claim, victori, sep, rebel 
##  Topic 5: kill, soldier, rebel, claim, ogadeni 
##  Topic 6: forc, aggreg, clash, inflict, fight 
##  Topic 7: africa, apr, ogadeni, kismaayo, asia 
##  Topic 8: onlin, ethiopian, ogaden, soldier, opposit 
##  Topic 9: ogadeni, jun, dozen, text, agent 
##  Topic 10: --, forc, attack, ethiopia, rebel 
##  Topic 11: rebel, ogaden, ethiopian, militari, armi 
##  Topic 12: claim, troop, onlf, success, kill 
##  Topic 13: freedom, peopl, somali, africa, sep 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -3.275, relative change = 2.372e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -3.268, relative change = 2.183e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -3.262, relative change = 1.813e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -3.258, relative change = 1.255e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -3.255, relative change = 9.933e-04) 
## Topic 1: ethiopia, rebel, ogaden, group, victori 
##  Topic 2: ogaden, region, crime, ethiopia, state 
##  Topic 3: govern, polit, kill, separ, shaebia 
##  Topic 4: ethiopia, claim, victori, sep, rebel 
##  Topic 5: kill, soldier, rebel, claim, ogadeni 
##  Topic 6: forc, aggreg, clash, inflict, fight 
##  Topic 7: africa, apr, kismaayo, asia, pacif 
##  Topic 8: onlin, ogaden, ethiopian, soldier, opposit 
##  Topic 9: ogadeni, jun, dozen, text, apr 
##  Topic 10: --, forc, attack, ethiopia, onlf 
##  Topic 11: rebel, ogaden, ethiopian, militari, battl 
##  Topic 12: claim, troop, onlf, success, battlefield 
##  Topic 13: freedom, peopl, somali, africa, sep 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -3.252, relative change = 9.510e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -3.248, relative change = 1.066e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -3.245, relative change = 1.029e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -3.241, relative change = 1.052e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -3.238, relative change = 1.045e-03) 
## Topic 1: ethiopia, rebel, ogaden, group, victori 
##  Topic 2: ogaden, region, crime, ethiopia, state 
##  Topic 3: govern, polit, kill, separ, shaebia 
##  Topic 4: ethiopia, claim, victori, sep, forc 
##  Topic 5: kill, soldier, rebel, claim, ogadeni 
##  Topic 6: forc, aggreg, clash, inflict, say 
##  Topic 7: africa, apr, kismaayo, asia, pacif 
##  Topic 8: ogaden, ethiopian, onlin, soldier, opposit 
##  Topic 9: ogadeni, jun, dozen, text, apr 
##  Topic 10: --, forc, attack, ethiopia, onlf 
##  Topic 11: rebel, ogaden, ethiopian, militari, battl 
##  Topic 12: claim, troop, onlf, success, battlefield 
##  Topic 13: freedom, peopl, somali, africa, sep 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -3.236, relative change = 6.766e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -3.234, relative change = 5.604e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -3.232, relative change = 5.126e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -3.231, relative change = 5.008e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -3.229, relative change = 5.258e-04) 
## Topic 1: ethiopia, rebel, ogaden, group, victori 
##  Topic 2: ogaden, region, crime, ethiopia, state 
##  Topic 3: govern, polit, kill, separ, shaebia 
##  Topic 4: ethiopia, claim, victori, govern, sep 
##  Topic 5: kill, soldier, rebel, claim, ogadeni 
##  Topic 6: forc, aggreg, clash, inflict, say 
##  Topic 7: africa, apr, kismaayo, asia, pacif 
##  Topic 8: ogaden, ethiopian, onlin, soldier, opposit 
##  Topic 9: ogadeni, jun, dozen, text, apr 
##  Topic 10: --, forc, attack, ethiopia, onlf 
##  Topic 11: rebel, ogaden, ethiopian, militari, battl 
##  Topic 12: claim, troop, onlf, success, battlefield 
##  Topic 13: freedom, peopl, somali, africa, sep 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -3.227, relative change = 6.372e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -3.224, relative change = 7.826e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -3.222, relative change = 6.753e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -3.220, relative change = 6.484e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -3.218, relative change = 6.048e-04) 
## Topic 1: ethiopia, rebel, ogaden, group, victori 
##  Topic 2: ogaden, region, crime, ethiopia, state 
##  Topic 3: govern, polit, kill, separ, shaebia 
##  Topic 4: ethiopia, claim, victori, govern, sep 
##  Topic 5: kill, soldier, rebel, claim, ogadeni 
##  Topic 6: forc, aggreg, clash, inflict, say 
##  Topic 7: africa, apr, kismaayo, asia, pacif 
##  Topic 8: ogaden, ethiopian, onlin, soldier, opposit 
##  Topic 9: ogadeni, jun, dozen, text, apr 
##  Topic 10: --, forc, attack, ethiopia, onlf 
##  Topic 11: rebel, ogaden, ethiopian, militari, battl 
##  Topic 12: claim, troop, onlf, success, battlefield 
##  Topic 13: freedom, peopl, somali, africa, ogadeni 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -3.216, relative change = 6.007e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -3.215, relative change = 4.906e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -3.213, relative change = 4.897e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -3.211, relative change = 4.912e-04) 
## ..................................................................................................................
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## Completing Iteration 40 (approx. per word bound = -3.210, relative change = 4.774e-04) 
## Topic 1: ethiopia, rebel, ogaden, group, victori 
##  Topic 2: ogaden, region, crime, ethiopia, state 
##  Topic 3: govern, polit, kill, separ, shaebia 
##  Topic 4: ethiopia, claim, victori, govern, sep 
##  Topic 5: kill, rebel, soldier, claim, ogadeni 
##  Topic 6: forc, aggreg, clash, inflict, say 
##  Topic 7: africa, apr, kismaayo, asia, svd 
##  Topic 8: ogaden, ethiopian, onlin, soldier, opposit 
##  Topic 9: ogadeni, jun, text, dozen, apr 
##  Topic 10: --, forc, attack, ethiopia, onlf 
##  Topic 11: rebel, ogaden, ethiopian, militari, battl 
##  Topic 12: claim, troop, onlf, ethiopian, success 
##  Topic 13: freedom, peopl, somali, africa, ogadeni 
## ..................................................................................................................
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## Completing Iteration 41 (approx. per word bound = -3.209, relative change = 4.277e-04) 
## ..................................................................................................................
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## Completing Iteration 42 (approx. per word bound = -3.207, relative change = 3.555e-04) 
## ..................................................................................................................
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## Completing Iteration 43 (approx. per word bound = -3.206, relative change = 3.003e-04) 
## ..................................................................................................................
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## Completing Iteration 44 (approx. per word bound = -3.206, relative change = 2.704e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 45 (approx. per word bound = -3.205, relative change = 2.947e-04) 
## Topic 1: ethiopia, rebel, ogaden, group, victori 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: govern, polit, kill, separ, shaebia 
##  Topic 4: ethiopia, claim, victori, govern, sep 
##  Topic 5: kill, rebel, soldier, claim, ogadeni 
##  Topic 6: forc, aggreg, clash, inflict, say 
##  Topic 7: africa, apr, kismaayo, svd, asia 
##  Topic 8: ogaden, ethiopian, onlin, soldier, kill 
##  Topic 9: ogadeni, jun, text, apr, freedom 
##  Topic 10: --, forc, attack, ethiopia, onlf 
##  Topic 11: rebel, ogaden, ethiopian, militari, battl 
##  Topic 12: claim, troop, ethiopian, onlf, success 
##  Topic 13: freedom, peopl, somali, africa, apr 
## ..................................................................................................................
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## Completing Iteration 46 (approx. per word bound = -3.203, relative change = 6.000e-04) 
## ..................................................................................................................
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## Completing Iteration 47 (approx. per word bound = -3.201, relative change = 6.907e-04) 
## ..................................................................................................................
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## Completing Iteration 48 (approx. per word bound = -3.200, relative change = 2.167e-04) 
## ..................................................................................................................
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## Completing Iteration 49 (approx. per word bound = -3.199, relative change = 2.041e-04) 
## ..................................................................................................................
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## Completing Iteration 50 (approx. per word bound = -3.199, relative change = 2.014e-04) 
## Topic 1: ethiopia, rebel, ogaden, group, victori 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: govern, polit, kill, separ, shaebia 
##  Topic 4: ethiopia, claim, victori, govern, sep 
##  Topic 5: rebel, kill, soldier, ogadeni, claim 
##  Topic 6: forc, aggreg, clash, inflict, say 
##  Topic 7: africa, apr, kismaayo, asia, svd 
##  Topic 8: ethiopian, ogaden, onlin, soldier, kill 
##  Topic 9: ogadeni, jun, text, apr, freedom 
##  Topic 10: --, forc, attack, onlf, ethiopia 
##  Topic 11: rebel, ogaden, militari, battl, ethiopian 
##  Topic 12: claim, troop, ethiopian, onlf, success 
##  Topic 13: freedom, peopl, somali, africa, apr 
## ..................................................................................................................
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## Completing Iteration 51 (approx. per word bound = -3.198, relative change = 1.657e-04) 
## ..................................................................................................................
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## Completing Iteration 52 (approx. per word bound = -3.197, relative change = 1.636e-04) 
## ..................................................................................................................
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## Completing Iteration 53 (approx. per word bound = -3.197, relative change = 1.724e-04) 
## ..................................................................................................................
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## Completing Iteration 54 (approx. per word bound = -3.196, relative change = 1.805e-04) 
## ..................................................................................................................
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## Completing Iteration 55 (approx. per word bound = -3.196, relative change = 1.864e-04) 
## Topic 1: ethiopia, rebel, ogaden, victori, battl 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: govern, polit, kill, separ, africa 
##  Topic 4: ethiopia, claim, victori, govern, sep 
##  Topic 5: rebel, kill, soldier, ogadeni, claim 
##  Topic 6: forc, aggreg, clash, inflict, say 
##  Topic 7: africa, apr, kismaayo, asia, svd 
##  Topic 8: ethiopian, ogaden, onlin, soldier, kill 
##  Topic 9: ogadeni, jun, text, apr, freedom 
##  Topic 10: --, forc, attack, onlf, ethiopia 
##  Topic 11: rebel, ogaden, militari, battl, armi 
##  Topic 12: claim, ethiopian, troop, onlf, success 
##  Topic 13: freedom, peopl, somali, africa, apr 
## ..................................................................................................................
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## Completing Iteration 56 (approx. per word bound = -3.195, relative change = 1.886e-04) 
## ..................................................................................................................
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## Completing Iteration 57 (approx. per word bound = -3.195, relative change = 1.806e-04) 
## ..................................................................................................................
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## Completing Iteration 58 (approx. per word bound = -3.194, relative change = 1.685e-04) 
## ..................................................................................................................
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## Completing Iteration 59 (approx. per word bound = -3.194, relative change = 1.599e-04) 
## ..................................................................................................................
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## Completing Iteration 60 (approx. per word bound = -3.193, relative change = 1.561e-04) 
## Topic 1: ethiopia, rebel, ogaden, victori, battl 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: govern, polit, kill, africa, separ 
##  Topic 4: ethiopia, claim, victori, govern, sep 
##  Topic 5: rebel, soldier, kill, ogadeni, claim 
##  Topic 6: forc, aggreg, clash, govern, inflict 
##  Topic 7: africa, kismaayo, asia, svd, pacif 
##  Topic 8: ethiopian, ogaden, onlin, soldier, kill 
##  Topic 9: ogadeni, jun, text, apr, freedom 
##  Topic 10: --, forc, attack, onlf, ethiopia 
##  Topic 11: rebel, ogaden, militari, battl, africa 
##  Topic 12: claim, ethiopian, troop, onlf, success 
##  Topic 13: freedom, peopl, somali, africa, apr 
## ..................................................................................................................
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## Completing Iteration 61 (approx. per word bound = -3.192, relative change = 1.676e-04) 
## ..................................................................................................................
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## Completing Iteration 62 (approx. per word bound = -3.192, relative change = 2.124e-04) 
## ..................................................................................................................
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## Completing Iteration 63 (approx. per word bound = -3.191, relative change = 2.089e-04) 
## ..................................................................................................................
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## Completing Iteration 64 (approx. per word bound = -3.191, relative change = 1.880e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 65 (approx. per word bound = -3.190, relative change = 1.513e-04) 
## Topic 1: ethiopia, rebel, ogaden, victori, battl 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: govern, polit, kill, africa, separ 
##  Topic 4: ethiopia, claim, victori, govern, sep 
##  Topic 5: rebel, soldier, kill, ogadeni, claim 
##  Topic 6: forc, govern, aggreg, clash, inflict 
##  Topic 7: africa, asia, kismaayo, svd, pacif 
##  Topic 8: ethiopian, ogaden, onlin, soldier, kill 
##  Topic 9: ogadeni, jun, text, apr, freedom 
##  Topic 10: --, forc, attack, onlf, ethiopia 
##  Topic 11: rebel, ogaden, militari, battl, africa 
##  Topic 12: ethiopian, claim, troop, onlf, success 
##  Topic 13: freedom, peopl, somali, africa, apr 
## ..................................................................................................................
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## Completing Iteration 66 (approx. per word bound = -3.190, relative change = 1.460e-04) 
## ..................................................................................................................
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## Completing Iteration 67 (approx. per word bound = -3.189, relative change = 1.375e-04) 
## ..................................................................................................................
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## Completing Iteration 68 (approx. per word bound = -3.189, relative change = 1.330e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 69 (approx. per word bound = -3.188, relative change = 1.301e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 70 (approx. per word bound = -3.188, relative change = 1.287e-04) 
## Topic 1: ethiopia, ogaden, rebel, victori, battl 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: govern, polit, kill, africa, separ 
##  Topic 4: ethiopia, claim, victori, govern, sep 
##  Topic 5: rebel, soldier, kill, ogadeni, claim 
##  Topic 6: forc, govern, aggreg, clash, inflict 
##  Topic 7: africa, asia, kismaayo, pacif, svd 
##  Topic 8: ethiopian, ogaden, onlin, kill, soldier 
##  Topic 9: ogadeni, jun, text, freedom, apr 
##  Topic 10: --, forc, attack, onlf, ethiopia 
##  Topic 11: rebel, ogaden, battl, militari, africa 
##  Topic 12: ethiopian, claim, troop, onlf, success 
##  Topic 13: freedom, peopl, somali, africa, apr 
## ..................................................................................................................
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## Completing Iteration 71 (approx. per word bound = -3.187, relative change = 1.277e-04) 
## ..................................................................................................................
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## Completing Iteration 72 (approx. per word bound = -3.187, relative change = 1.276e-04) 
## ..................................................................................................................
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## Completing Iteration 73 (approx. per word bound = -3.187, relative change = 1.297e-04) 
## ..................................................................................................................
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## Completing Iteration 74 (approx. per word bound = -3.186, relative change = 1.323e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 75 (approx. per word bound = -3.186, relative change = 1.430e-04) 
## Topic 1: ethiopia, ogaden, rebel, victori, battl 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: govern, polit, kill, africa, separ 
##  Topic 4: ethiopia, claim, victori, govern, sep 
##  Topic 5: rebel, soldier, ogadeni, kill, claim 
##  Topic 6: govern, forc, aggreg, clash, inflict 
##  Topic 7: africa, asia, kismaayo, pacif, apr 
##  Topic 8: ethiopian, ogaden, kill, onlin, soldier 
##  Topic 9: ogadeni, jun, text, freedom, apr 
##  Topic 10: --, forc, attack, onlf, ogaden 
##  Topic 11: rebel, ogaden, battl, militari, africa 
##  Topic 12: ethiopian, claim, troop, onlf, success 
##  Topic 13: freedom, peopl, somali, africa, apr 
## ..................................................................................................................
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## Completing Iteration 76 (approx. per word bound = -3.185, relative change = 1.312e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 77 (approx. per word bound = -3.185, relative change = 1.288e-04) 
## ..................................................................................................................
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## Completing Iteration 78 (approx. per word bound = -3.185, relative change = 1.363e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 79 (approx. per word bound = -3.184, relative change = 1.382e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 80 (approx. per word bound = -3.184, relative change = 1.613e-04) 
## Topic 1: ethiopia, ogaden, rebel, victori, battl 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: govern, polit, africa, kill, separ 
##  Topic 4: ethiopia, claim, victori, govern, sep 
##  Topic 5: rebel, soldier, ogadeni, kill, claim 
##  Topic 6: govern, forc, aggreg, africa, inflict 
##  Topic 7: africa, asia, kismaayo, pacif, apr 
##  Topic 8: ethiopian, ogaden, kill, onlin, soldier 
##  Topic 9: ogadeni, jun, text, freedom, peopl 
##  Topic 10: --, forc, ogaden, attack, onlf 
##  Topic 11: rebel, ogaden, battl, militari, armi 
##  Topic 12: ethiopian, claim, troop, onlf, success 
##  Topic 13: freedom, peopl, somali, africa, apr 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 81 (approx. per word bound = -3.183, relative change = 1.358e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 82 (approx. per word bound = -3.183, relative change = 1.373e-04) 
## ..................................................................................................................
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## Completing Iteration 83 (approx. per word bound = -3.182, relative change = 1.495e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 84 (approx. per word bound = -3.182, relative change = 1.621e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 85 (approx. per word bound = -3.181, relative change = 1.669e-04) 
## Topic 1: ethiopia, ogaden, rebel, victori, battl 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: govern, polit, africa, kill, clash 
##  Topic 4: ethiopia, claim, victori, govern, sep 
##  Topic 5: rebel, ogadeni, soldier, kill, claim 
##  Topic 6: govern, forc, africa, aggreg, rebel 
##  Topic 7: africa, asia, kismaayo, pacif, issu 
##  Topic 8: ethiopian, ogaden, kill, onlin, soldier 
##  Topic 9: ogadeni, jun, text, freedom, peopl 
##  Topic 10: --, forc, rebel, ogaden, attack 
##  Topic 11: rebel, ogaden, battl, militari, armi 
##  Topic 12: ethiopian, claim, troop, onlf, success 
##  Topic 13: freedom, peopl, somali, africa, apr 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 86 (approx. per word bound = -3.181, relative change = 1.575e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 87 (approx. per word bound = -3.180, relative change = 1.381e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 88 (approx. per word bound = -3.180, relative change = 1.230e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 89 (approx. per word bound = -3.179, relative change = 1.173e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 90 (approx. per word bound = -3.179, relative change = 1.197e-04) 
## Topic 1: ethiopia, ogaden, rebel, victori, battl 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: govern, polit, africa, kill, clash 
##  Topic 4: ethiopia, claim, victori, govern, sep 
##  Topic 5: rebel, ogadeni, soldier, kill, claim 
##  Topic 6: govern, forc, africa, aggreg, rebel 
##  Topic 7: africa, asia, pacif, kismaayo, issu 
##  Topic 8: ethiopian, ogaden, kill, onlin, soldier 
##  Topic 9: ogadeni, jun, text, freedom, peopl 
##  Topic 10: --, forc, rebel, ogaden, govern 
##  Topic 11: rebel, ogaden, battl, militari, armi 
##  Topic 12: ethiopian, claim, troop, success, onlf 
##  Topic 13: freedom, peopl, somali, africa, apr 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 91 (approx. per word bound = -3.179, relative change = 1.380e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 92 (approx. per word bound = -3.178, relative change = 1.828e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 93 (approx. per word bound = -3.177, relative change = 1.946e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 94 (approx. per word bound = -3.177, relative change = 1.430e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 95 (approx. per word bound = -3.177, relative change = 1.201e-04) 
## Topic 1: ethiopia, ogaden, rebel, victori, battl 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: govern, polit, africa, kill, clash 
##  Topic 4: ethiopia, claim, victori, govern, sep 
##  Topic 5: rebel, ogadeni, soldier, kill, claim 
##  Topic 6: govern, forc, africa, rebel, aggreg 
##  Topic 7: africa, asia, issu, prison, research 
##  Topic 8: ethiopian, ogaden, kill, soldier, onlin 
##  Topic 9: ogadeni, jun, text, freedom, peopl 
##  Topic 10: --, forc, rebel, ogaden, govern 
##  Topic 11: rebel, ogaden, battl, militari, armi 
##  Topic 12: ethiopian, claim, troop, success, onlf 
##  Topic 13: freedom, peopl, somali, africa, apr 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 96 (approx. per word bound = -3.176, relative change = 1.141e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 97 (approx. per word bound = -3.176, relative change = 1.159e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 98 (approx. per word bound = -3.176, relative change = 1.186e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 99 (approx. per word bound = -3.175, relative change = 1.317e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 100 (approx. per word bound = -3.175, relative change = 1.656e-04) 
## Topic 1: ethiopia, ogaden, rebel, victori, battl 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: polit, govern, africa, kill, clash 
##  Topic 4: ethiopia, claim, victori, govern, sep 
##  Topic 5: rebel, ogadeni, soldier, kill, claim 
##  Topic 6: govern, forc, africa, rebel, kill 
##  Topic 7: africa, asia, issu, prison, research 
##  Topic 8: ethiopian, ogaden, kill, soldier, onlin 
##  Topic 9: ogadeni, jun, text, freedom, peopl 
##  Topic 10: --, forc, rebel, govern, ogaden 
##  Topic 11: rebel, ogaden, battl, militari, armi 
##  Topic 12: ethiopian, claim, troop, success, battlefield 
##  Topic 13: freedom, peopl, somali, africa, apr 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 101 (approx. per word bound = -3.174, relative change = 2.413e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 102 (approx. per word bound = -3.173, relative change = 3.136e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 103 (approx. per word bound = -3.172, relative change = 2.574e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 104 (approx. per word bound = -3.171, relative change = 1.733e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 105 (approx. per word bound = -3.171, relative change = 1.475e-04) 
## Topic 1: ethiopia, ogaden, rebel, victori, battl 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: polit, govern, africa, kill, clash 
##  Topic 4: ethiopia, claim, victori, govern, sep 
##  Topic 5: rebel, ogadeni, soldier, kill, claim 
##  Topic 6: govern, africa, forc, rebel, kill 
##  Topic 7: africa, asia, issu, prison, research 
##  Topic 8: ethiopian, ogaden, kill, soldier, onlin 
##  Topic 9: ogadeni, jun, text, freedom, peopl 
##  Topic 10: --, forc, rebel, africa, govern 
##  Topic 11: rebel, ogaden, militari, battl, claim 
##  Topic 12: ethiopian, troop, claim, success, battlefield 
##  Topic 13: freedom, peopl, somali, africa, apr 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 106 (approx. per word bound = -3.171, relative change = 1.460e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 107 (approx. per word bound = -3.170, relative change = 1.468e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 108 (approx. per word bound = -3.170, relative change = 1.382e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 109 (approx. per word bound = -3.169, relative change = 1.281e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 110 (approx. per word bound = -3.169, relative change = 1.230e-04) 
## Topic 1: ethiopia, ogaden, rebel, victori, battl 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: polit, govern, africa, kill, clash 
##  Topic 4: ethiopia, claim, victori, govern, sep 
##  Topic 5: rebel, ogadeni, soldier, kill, claim 
##  Topic 6: govern, africa, forc, rebel, apr 
##  Topic 7: africa, issu, prison, research, volum 
##  Topic 8: ethiopian, ogaden, kill, soldier, onlin 
##  Topic 9: ogadeni, jun, text, freedom, peopl 
##  Topic 10: --, rebel, forc, africa, ogaden 
##  Topic 11: rebel, ogaden, militari, battl, claim 
##  Topic 12: ethiopian, troop, claim, success, battlefield 
##  Topic 13: freedom, peopl, somali, africa, apr 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 111 (approx. per word bound = -3.168, relative change = 1.194e-04) 
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## Completing Iteration 112 (approx. per word bound = -3.168, relative change = 1.158e-04) 
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## Completing Iteration 115 (approx. per word bound = -3.167, relative change = 1.059e-04) 
## Topic 1: ethiopia, ogaden, rebel, victori, battl 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: polit, govern, africa, kill, clash 
##  Topic 4: ethiopia, claim, victori, govern, sep 
##  Topic 5: rebel, ogadeni, soldier, kill, claim 
##  Topic 6: govern, africa, forc, rebel, apr 
##  Topic 7: africa, issu, prison, research, volum 
##  Topic 8: ogaden, ethiopian, kill, soldier, onlin 
##  Topic 9: ogadeni, jun, text, freedom, peopl 
##  Topic 10: --, rebel, forc, africa, ogaden 
##  Topic 11: rebel, ogaden, claim, militari, battl 
##  Topic 12: ethiopian, troop, claim, success, battlefield 
##  Topic 13: freedom, peopl, somali, africa, apr 
## ..................................................................................................................
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## Completing Iteration 116 (approx. per word bound = -3.167, relative change = 1.052e-04) 
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## Completing Iteration 117 (approx. per word bound = -3.166, relative change = 1.059e-04) 
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## Completing Iteration 118 (approx. per word bound = -3.166, relative change = 1.098e-04) 
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## Completing Iteration 120 (approx. per word bound = -3.165, relative change = 1.383e-04) 
## Topic 1: ethiopia, ogaden, rebel, victori, battl 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: polit, govern, africa, kill, clash 
##  Topic 4: ethiopia, claim, victori, govern, sep 
##  Topic 5: ogadeni, rebel, soldier, kill, claim 
##  Topic 6: govern, africa, rebel, forc, apr 
##  Topic 7: africa, issu, prison, research, volum 
##  Topic 8: ogaden, ethiopian, kill, soldier, onlin 
##  Topic 9: ogadeni, jun, text, freedom, peopl 
##  Topic 10: --, rebel, forc, africa, ogaden 
##  Topic 11: rebel, ogaden, claim, militari, battl 
##  Topic 12: ethiopian, troop, claim, success, battlefield 
##  Topic 13: freedom, peopl, somali, africa, apr 
## ..................................................................................................................
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## Completing Iteration 121 (approx. per word bound = -3.165, relative change = 1.611e-04) 
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## Completing Iteration 122 (approx. per word bound = -3.164, relative change = 1.682e-04) 
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## Completing Iteration 123 (approx. per word bound = -3.164, relative change = 1.673e-04) 
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## Completing Iteration 125 (approx. per word bound = -3.163, relative change = 1.616e-04) 
## Topic 1: ethiopia, ogaden, rebel, victori, battl 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: polit, govern, africa, kill, eritrean 
##  Topic 4: ethiopia, claim, victori, govern, sep 
##  Topic 5: ogadeni, rebel, soldier, kill, claim 
##  Topic 6: govern, africa, rebel, forc, apr 
##  Topic 7: africa, issu, prison, research, volum 
##  Topic 8: ogaden, ethiopian, kill, soldier, onlin 
##  Topic 9: ogadeni, jun, text, freedom, peopl 
##  Topic 10: --, rebel, forc, africa, ogaden 
##  Topic 11: rebel, ogaden, claim, militari, battl 
##  Topic 12: ethiopian, troop, claim, success, battlefield 
##  Topic 13: freedom, peopl, somali, africa, apr 
## ..................................................................................................................
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## Completing Iteration 126 (approx. per word bound = -3.162, relative change = 1.621e-04) 
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## Completing Iteration 127 (approx. per word bound = -3.162, relative change = 1.778e-04) 
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## Completing Iteration 128 (approx. per word bound = -3.161, relative change = 2.311e-04) 
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## Completing Iteration 129 (approx. per word bound = -3.160, relative change = 3.035e-04) 
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## Completing Iteration 130 (approx. per word bound = -3.159, relative change = 2.559e-04) 
## Topic 1: ethiopia, ogaden, rebel, victori, battl 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: polit, govern, africa, kill, eritrean 
##  Topic 4: ethiopia, claim, victori, govern, sep 
##  Topic 5: ogadeni, rebel, soldier, kill, claim 
##  Topic 6: govern, africa, rebel, forc, kill 
##  Topic 7: africa, issu, prison, research, volum 
##  Topic 8: ogaden, ethiopian, kill, soldier, onlin 
##  Topic 9: ogadeni, jun, text, freedom, peopl 
##  Topic 10: --, rebel, forc, africa, ogaden 
##  Topic 11: rebel, ogaden, claim, militari, battl 
##  Topic 12: ethiopian, troop, claim, success, battlefield 
##  Topic 13: freedom, peopl, somali, africa, apr 
## ..................................................................................................................
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## Completing Iteration 131 (approx. per word bound = -3.158, relative change = 1.766e-04) 
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## Completing Iteration 132 (approx. per word bound = -3.158, relative change = 1.557e-04) 
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## Completing Iteration 133 (approx. per word bound = -3.158, relative change = 1.543e-04) 
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## Completing Iteration 134 (approx. per word bound = -3.157, relative change = 1.594e-04) 
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## Completing Iteration 135 (approx. per word bound = -3.156, relative change = 1.653e-04) 
## Topic 1: ethiopia, ogaden, rebel, victori, battl 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: polit, govern, africa, kill, eritrean 
##  Topic 4: ethiopia, claim, govern, sep, victori 
##  Topic 5: ogadeni, rebel, soldier, kill, claim 
##  Topic 6: govern, africa, rebel, forc, kill 
##  Topic 7: africa, issu, prison, research, volum 
##  Topic 8: ogaden, ethiopian, kill, soldier, onlin 
##  Topic 9: ogadeni, jun, text, freedom, peopl 
##  Topic 10: --, rebel, forc, africa, ogaden 
##  Topic 11: rebel, ogaden, claim, militari, battl 
##  Topic 12: ethiopian, troop, claim, success, battlefield 
##  Topic 13: peopl, freedom, somali, africa, apr 
## ..................................................................................................................
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## Completing Iteration 136 (approx. per word bound = -3.156, relative change = 1.722e-04) 
## ..................................................................................................................
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## Completing Iteration 137 (approx. per word bound = -3.155, relative change = 1.751e-04) 
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## Completing Iteration 138 (approx. per word bound = -3.155, relative change = 1.813e-04) 
## ..................................................................................................................
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## Completing Iteration 139 (approx. per word bound = -3.154, relative change = 1.837e-04) 
## ..................................................................................................................
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## Completing Iteration 140 (approx. per word bound = -3.154, relative change = 1.846e-04) 
## Topic 1: ethiopia, ogaden, rebel, victori, battl 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: polit, govern, africa, kill, eritrean 
##  Topic 4: ethiopia, claim, govern, sep, rebel 
##  Topic 5: ogadeni, rebel, soldier, kill, claim 
##  Topic 6: govern, africa, rebel, kill, forc 
##  Topic 7: africa, issu, prison, research, volum 
##  Topic 8: ogaden, ethiopian, soldier, kill, onlin 
##  Topic 9: ogadeni, jun, text, freedom, africa 
##  Topic 10: --, rebel, forc, africa, ogaden 
##  Topic 11: rebel, ogaden, claim, ethiopia, militari 
##  Topic 12: ethiopian, troop, claim, success, battlefield 
##  Topic 13: peopl, freedom, somali, africa, apr 
## ..................................................................................................................
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## Completing Iteration 141 (approx. per word bound = -3.153, relative change = 1.843e-04) 
## ..................................................................................................................
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## Completing Iteration 142 (approx. per word bound = -3.152, relative change = 1.845e-04) 
## ..................................................................................................................
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## Completing Iteration 143 (approx. per word bound = -3.152, relative change = 1.876e-04) 
## ..................................................................................................................
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## Completing Iteration 144 (approx. per word bound = -3.151, relative change = 1.959e-04) 
## ..................................................................................................................
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## Completing Iteration 145 (approx. per word bound = -3.151, relative change = 1.984e-04) 
## Topic 1: ethiopia, ogaden, rebel, victori, battl 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: polit, govern, africa, kill, eritrean 
##  Topic 4: ethiopia, claim, govern, rebel, sep 
##  Topic 5: ogadeni, rebel, soldier, kill, claim 
##  Topic 6: govern, africa, rebel, kill, forc 
##  Topic 7: africa, issu, prison, research, volum 
##  Topic 8: ogaden, ethiopian, soldier, onlin, kill 
##  Topic 9: ogadeni, jun, text, freedom, africa 
##  Topic 10: --, forc, ogaden, africa, rebel 
##  Topic 11: rebel, ogaden, claim, ethiopia, militari 
##  Topic 12: ethiopian, troop, rebel, claim, success 
##  Topic 13: peopl, freedom, somali, africa, apr 
## ..................................................................................................................
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## Completing Iteration 146 (approx. per word bound = -3.150, relative change = 1.875e-04) 
## ..................................................................................................................
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## Completing Iteration 147 (approx. per word bound = -3.150, relative change = 1.705e-04) 
## ..................................................................................................................
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## Completing Iteration 148 (approx. per word bound = -3.149, relative change = 1.561e-04) 
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## Completing Iteration 149 (approx. per word bound = -3.149, relative change = 1.492e-04) 
## ..................................................................................................................
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## Completing Iteration 150 (approx. per word bound = -3.148, relative change = 1.418e-04) 
## Topic 1: ethiopia, ogaden, rebel, victori, battl 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: polit, govern, africa, kill, eritrean 
##  Topic 4: ethiopia, rebel, govern, sep, claim 
##  Topic 5: ogadeni, rebel, soldier, kill, claim 
##  Topic 6: govern, africa, rebel, kill, forc 
##  Topic 7: africa, issu, prison, research, volum 
##  Topic 8: ogaden, ethiopian, soldier, onlin, kill 
##  Topic 9: ogadeni, jun, text, freedom, africa 
##  Topic 10: --, forc, ogaden, onlf, africa 
##  Topic 11: rebel, ogaden, claim, ethiopia, militari 
##  Topic 12: ethiopian, troop, rebel, claim, success 
##  Topic 13: peopl, freedom, somali, africa, apr 
## ..................................................................................................................
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## Completing Iteration 151 (approx. per word bound = -3.148, relative change = 1.383e-04) 
## ..................................................................................................................
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## Completing Iteration 152 (approx. per word bound = -3.147, relative change = 1.332e-04) 
## ..................................................................................................................
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## Completing Iteration 153 (approx. per word bound = -3.147, relative change = 1.298e-04) 
## ..................................................................................................................
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## Completing Iteration 154 (approx. per word bound = -3.146, relative change = 1.252e-04) 
## ..................................................................................................................
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## Completing Iteration 155 (approx. per word bound = -3.146, relative change = 1.206e-04) 
## Topic 1: ethiopia, ogaden, rebel, victori, battl 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: polit, govern, africa, kill, eritrean 
##  Topic 4: ethiopia, rebel, sep, govern, claim 
##  Topic 5: ogadeni, rebel, soldier, kill, claim 
##  Topic 6: govern, africa, rebel, kill, forc 
##  Topic 7: africa, issu, prison, research, volum 
##  Topic 8: ogaden, ethiopian, soldier, onlin, kill 
##  Topic 9: ogadeni, jun, text, freedom, africa 
##  Topic 10: --, forc, ogaden, onlf, africa 
##  Topic 11: rebel, claim, ogaden, ethiopia, militari 
##  Topic 12: rebel, ethiopian, troop, claim, govern 
##  Topic 13: peopl, freedom, somali, africa, apr 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 156 (approx. per word bound = -3.146, relative change = 1.179e-04) 
## ..................................................................................................................
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## Completing Iteration 157 (approx. per word bound = -3.145, relative change = 1.118e-04) 
## ..................................................................................................................
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## Completing Iteration 158 (approx. per word bound = -3.145, relative change = 1.082e-04) 
## ..................................................................................................................
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## Completing Iteration 159 (approx. per word bound = -3.145, relative change = 1.037e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 160 (approx. per word bound = -3.144, relative change = 9.817e-05) 
## Topic 1: ethiopia, ogaden, rebel, victori, battl 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: polit, govern, africa, kill, eritrean 
##  Topic 4: ethiopia, rebel, sep, govern, claim 
##  Topic 5: ogadeni, soldier, rebel, kill, claim 
##  Topic 6: govern, africa, rebel, kill, forc 
##  Topic 7: africa, issu, prison, research, volum 
##  Topic 8: ogaden, ethiopian, soldier, onlin, kill 
##  Topic 9: ogadeni, jun, text, freedom, africa 
##  Topic 10: --, forc, ogaden, onlf, africa 
##  Topic 11: rebel, claim, ogaden, ethiopia, militari 
##  Topic 12: rebel, ethiopian, troop, govern, claim 
##  Topic 13: peopl, freedom, somali, africa, sep 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 161 (approx. per word bound = -3.144, relative change = 9.588e-05) 
## ..................................................................................................................
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## Completing Iteration 162 (approx. per word bound = -3.144, relative change = 9.300e-05) 
## ..................................................................................................................
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## Completing Iteration 163 (approx. per word bound = -3.143, relative change = 9.390e-05) 
## ..................................................................................................................
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## Completing Iteration 164 (approx. per word bound = -3.143, relative change = 9.987e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 165 (approx. per word bound = -3.143, relative change = 1.165e-04) 
## Topic 1: ethiopia, ogaden, rebel, victori, battl 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: polit, govern, africa, kill, eritrean 
##  Topic 4: ethiopia, rebel, sep, claim, govern 
##  Topic 5: ogadeni, soldier, rebel, kill, claim 
##  Topic 6: govern, africa, rebel, kill, forc 
##  Topic 7: africa, issu, prison, research, volum 
##  Topic 8: ogaden, ethiopian, soldier, onlin, kill 
##  Topic 9: ogadeni, jun, text, freedom, africa 
##  Topic 10: --, forc, ogaden, onlf, africa 
##  Topic 11: claim, rebel, ethiopia, ogaden, victori 
##  Topic 12: rebel, ethiopian, troop, govern, africa 
##  Topic 13: peopl, freedom, somali, africa, sep 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 166 (approx. per word bound = -3.142, relative change = 1.528e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 167 (approx. per word bound = -3.142, relative change = 2.024e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 168 (approx. per word bound = -3.141, relative change = 2.226e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 169 (approx. per word bound = -3.140, relative change = 1.786e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 170 (approx. per word bound = -3.140, relative change = 1.224e-04) 
## Topic 1: ethiopia, ogaden, rebel, victori, battl 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: polit, govern, africa, kill, eritrean 
##  Topic 4: rebel, ethiopia, govern, sep, claim 
##  Topic 5: ogadeni, soldier, rebel, kill, claim 
##  Topic 6: govern, africa, rebel, kill, forc 
##  Topic 7: africa, issu, prison, research, volum 
##  Topic 8: ogaden, ethiopian, soldier, onlin, kill 
##  Topic 9: ogadeni, jun, text, freedom, africa 
##  Topic 10: --, forc, ogaden, onlf, attack 
##  Topic 11: ethiopia, claim, rebel, ogaden, victori 
##  Topic 12: rebel, ethiopian, troop, govern, africa 
##  Topic 13: peopl, freedom, somali, africa, sep 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 171 (approx. per word bound = -3.140, relative change = 9.745e-05) 
## ..................................................................................................................
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## Completing Iteration 172 (approx. per word bound = -3.139, relative change = 8.609e-05) 
## ..................................................................................................................
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## Completing Iteration 173 (approx. per word bound = -3.139, relative change = 8.288e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 174 (approx. per word bound = -3.139, relative change = 8.099e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 175 (approx. per word bound = -3.139, relative change = 8.033e-05) 
## Topic 1: ethiopia, ogaden, rebel, victori, battl 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: polit, govern, africa, eritrean, asmara 
##  Topic 4: rebel, ethiopia, govern, claim, sep 
##  Topic 5: ogadeni, soldier, rebel, kill, claim 
##  Topic 6: africa, govern, rebel, kill, forc 
##  Topic 7: africa, issu, prison, research, volum 
##  Topic 8: ogaden, ethiopian, soldier, onlin, kill 
##  Topic 9: ogadeni, jun, freedom, text, africa 
##  Topic 10: --, forc, ogaden, onlf, attack 
##  Topic 11: ethiopia, claim, rebel, ogaden, victori 
##  Topic 12: rebel, ethiopian, troop, africa, govern 
##  Topic 13: peopl, freedom, somali, africa, sep 
## ..................................................................................................................
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## Completing Iteration 176 (approx. per word bound = -3.138, relative change = 8.012e-05) 
## ..................................................................................................................
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## Completing Iteration 177 (approx. per word bound = -3.138, relative change = 7.953e-05) 
## ..................................................................................................................
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## Completing Iteration 178 (approx. per word bound = -3.138, relative change = 8.400e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 179 (approx. per word bound = -3.138, relative change = 8.689e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 180 (approx. per word bound = -3.137, relative change = 9.274e-05) 
## Topic 1: ethiopia, ogaden, rebel, victori, battl 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: polit, govern, africa, eritrean, asmara 
##  Topic 4: rebel, ethiopia, claim, govern, sep 
##  Topic 5: ogadeni, soldier, rebel, kill, claim 
##  Topic 6: africa, rebel, govern, kill, forc 
##  Topic 7: africa, issu, prison, research, volum 
##  Topic 8: ogaden, ethiopian, soldier, onlin, kill 
##  Topic 9: ogadeni, jun, freedom, text, africa 
##  Topic 10: --, forc, ogaden, onlf, attack 
##  Topic 11: ethiopia, claim, rebel, ogaden, victori 
##  Topic 12: rebel, ethiopian, troop, africa, govern 
##  Topic 13: peopl, freedom, somali, africa, ogadeni 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 181 (approx. per word bound = -3.137, relative change = 1.005e-04) 
## ..................................................................................................................
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## Completing Iteration 182 (approx. per word bound = -3.137, relative change = 1.038e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 183 (approx. per word bound = -3.136, relative change = 1.005e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 184 (approx. per word bound = -3.136, relative change = 9.126e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 185 (approx. per word bound = -3.136, relative change = 8.564e-05) 
## Topic 1: ethiopia, ogaden, rebel, victori, battl 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: polit, govern, africa, group, eritrean 
##  Topic 4: rebel, claim, ethiopia, govern, forc 
##  Topic 5: ogadeni, soldier, rebel, kill, claim 
##  Topic 6: africa, rebel, govern, kill, apr 
##  Topic 7: africa, issu, prison, research, volum 
##  Topic 8: ogaden, ethiopian, soldier, onlin, kill 
##  Topic 9: ogadeni, jun, freedom, text, africa 
##  Topic 10: --, forc, ogaden, onlf, attack 
##  Topic 11: ethiopia, claim, rebel, ogaden, victori 
##  Topic 12: rebel, ethiopian, troop, africa, govern 
##  Topic 13: peopl, freedom, somali, africa, ogadeni 
## ..................................................................................................................
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## Completing Iteration 186 (approx. per word bound = -3.136, relative change = 8.216e-05) 
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## Completing Iteration 187 (approx. per word bound = -3.135, relative change = 8.402e-05) 
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## Completing Iteration 190 (approx. per word bound = -3.134, relative change = 1.063e-04) 
## Topic 1: ethiopia, ogaden, rebel, victori, group 
##  Topic 2: ogaden, region, crime, ethiopia, somali 
##  Topic 3: polit, govern, africa, group, asmara 
##  Topic 4: rebel, claim, govern, forc, ethiopia 
##  Topic 5: ogadeni, soldier, rebel, kill, claim 
##  Topic 6: africa, rebel, kill, govern, apr 
##  Topic 7: africa, issu, prison, research, volum 
##  Topic 8: ogaden, ethiopian, soldier, onlin, kill 
##  Topic 9: ogadeni, jun, freedom, text, africa 
##  Topic 10: --, forc, ogaden, onlf, attack 
##  Topic 11: ethiopia, claim, rebel, ogaden, victori 
##  Topic 12: rebel, ethiopian, troop, africa, govern 
##  Topic 13: peopl, freedom, somali, africa, ogadeni 
## ..................................................................................................................
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## Completing Iteration 191 (approx. per word bound = -3.134, relative change = 1.109e-04) 
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## Completing Iteration 193 (approx. per word bound = -3.133, relative change = 9.502e-05) 
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## Completing Iteration 195 (approx. per word bound = -3.133, relative change = 9.242e-05) 
## Topic 1: ethiopia, ogaden, rebel, group, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, govern, africa, group, asmara 
##  Topic 4: rebel, claim, govern, forc, sep 
##  Topic 5: ogadeni, soldier, rebel, kill, claim 
##  Topic 6: africa, rebel, kill, govern, apr 
##  Topic 7: africa, issu, prison, research, volum 
##  Topic 8: ogaden, ethiopian, soldier, onlin, kill 
##  Topic 9: ogadeni, jun, freedom, text, africa 
##  Topic 10: --, forc, ogaden, onlf, attack 
##  Topic 11: ethiopia, claim, rebel, ogaden, victori 
##  Topic 12: rebel, ethiopian, troop, africa, govern 
##  Topic 13: peopl, freedom, somali, africa, ogadeni 
## ..................................................................................................................
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## Completing Iteration 196 (approx. per word bound = -3.133, relative change = 9.383e-05) 
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## Completing Iteration 197 (approx. per word bound = -3.132, relative change = 1.021e-04) 
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## Completing Iteration 198 (approx. per word bound = -3.132, relative change = 1.127e-04) 
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## Completing Iteration 200 (approx. per word bound = -3.131, relative change = 1.312e-04) 
## Topic 1: ethiopia, ogaden, rebel, group, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, govern, group, africa, asmara 
##  Topic 4: rebel, claim, govern, forc, sep 
##  Topic 5: ogadeni, soldier, rebel, kill, claim 
##  Topic 6: africa, rebel, kill, govern, apr 
##  Topic 7: africa, asia, issu, prison, research 
##  Topic 8: ogaden, ethiopian, soldier, onlin, kill 
##  Topic 9: ogadeni, jun, freedom, text, africa 
##  Topic 10: --, forc, ogaden, onlf, attack 
##  Topic 11: ethiopia, claim, rebel, ogaden, victori 
##  Topic 12: rebel, ethiopian, troop, africa, govern 
##  Topic 13: peopl, freedom, somali, africa, ogadeni 
## ..................................................................................................................
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## Completing Iteration 201 (approx. per word bound = -3.131, relative change = 1.548e-04) 
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## Completing Iteration 205 (approx. per word bound = -3.128, relative change = 1.674e-04) 
## Topic 1: ethiopia, ogaden, rebel, group, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, govern, africa, asmara 
##  Topic 4: rebel, claim, forc, group, govern 
##  Topic 5: ogadeni, soldier, rebel, kill, claim 
##  Topic 6: africa, rebel, kill, govern, apr 
##  Topic 7: africa, asia, issu, prison, research 
##  Topic 8: ogaden, ethiopian, soldier, onlin, kill 
##  Topic 9: ogadeni, jun, freedom, text, africa 
##  Topic 10: --, forc, ogaden, onlf, attack 
##  Topic 11: ethiopia, claim, rebel, ogaden, victori 
##  Topic 12: rebel, ethiopian, troop, africa, govern 
##  Topic 13: peopl, freedom, somali, africa, ogadeni 
## ..................................................................................................................
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## Completing Iteration 206 (approx. per word bound = -3.128, relative change = 1.354e-04) 
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## Completing Iteration 207 (approx. per word bound = -3.127, relative change = 1.225e-04) 
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## Completing Iteration 208 (approx. per word bound = -3.127, relative change = 1.190e-04) 
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## Completing Iteration 210 (approx. per word bound = -3.126, relative change = 1.186e-04) 
## Topic 1: ethiopia, ogaden, rebel, group, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, govern, asmara 
##  Topic 4: rebel, claim, group, forc, govern 
##  Topic 5: ogadeni, soldier, rebel, kill, somali 
##  Topic 6: africa, kill, rebel, govern, apr 
##  Topic 7: africa, asia, issu, prison, research 
##  Topic 8: ogaden, ethiopian, soldier, onlin, kill 
##  Topic 9: ogadeni, jun, freedom, text, africa 
##  Topic 10: --, forc, ogaden, onlf, attack 
##  Topic 11: ethiopia, claim, rebel, ogaden, victori 
##  Topic 12: rebel, ethiopian, africa, troop, govern 
##  Topic 13: peopl, freedom, somali, africa, ogadeni 
## ..................................................................................................................
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## Completing Iteration 211 (approx. per word bound = -3.126, relative change = 1.182e-04) 
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## Completing Iteration 212 (approx. per word bound = -3.126, relative change = 1.152e-04) 
## ..................................................................................................................
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## Completing Iteration 213 (approx. per word bound = -3.125, relative change = 1.082e-04) 
## ..................................................................................................................
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## Completing Iteration 214 (approx. per word bound = -3.125, relative change = 9.891e-05) 
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## Completing Iteration 215 (approx. per word bound = -3.125, relative change = 9.814e-05) 
## Topic 1: ethiopia, ogaden, rebel, group, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, govern, asmara 
##  Topic 4: rebel, claim, group, forc, govern 
##  Topic 5: ogadeni, soldier, rebel, kill, somali 
##  Topic 6: africa, kill, rebel, govern, apr 
##  Topic 7: africa, asia, issu, pacif, prison 
##  Topic 8: ogaden, ethiopian, soldier, onlin, kill 
##  Topic 9: ogadeni, jun, freedom, text, apr 
##  Topic 10: --, forc, onlf, ogaden, attack 
##  Topic 11: ethiopia, claim, rebel, ogaden, victori 
##  Topic 12: rebel, ethiopian, africa, troop, govern 
##  Topic 13: peopl, freedom, somali, africa, ogadeni 
## ..................................................................................................................
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## Completing Iteration 216 (approx. per word bound = -3.124, relative change = 9.989e-05) 
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## Completing Iteration 217 (approx. per word bound = -3.124, relative change = 9.856e-05) 
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## Completing Iteration 218 (approx. per word bound = -3.124, relative change = 8.833e-05) 
## ..................................................................................................................
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## Completing Iteration 219 (approx. per word bound = -3.123, relative change = 7.758e-05) 
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## Completing Iteration 220 (approx. per word bound = -3.123, relative change = 6.829e-05) 
## Topic 1: ethiopia, ogaden, group, rebel, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, govern, asmara 
##  Topic 4: rebel, claim, group, forc, govern 
##  Topic 5: ogadeni, rebel, soldier, kill, somali 
##  Topic 6: africa, kill, rebel, govern, apr 
##  Topic 7: africa, asia, issu, pacif, prison 
##  Topic 8: ogaden, ethiopian, soldier, onlin, kill 
##  Topic 9: ogadeni, jun, freedom, text, apr 
##  Topic 10: --, forc, onlf, ogaden, attack 
##  Topic 11: ethiopia, claim, rebel, ogaden, victori 
##  Topic 12: rebel, ethiopian, africa, troop, govern 
##  Topic 13: peopl, freedom, somali, africa, ogadeni 
## ..................................................................................................................
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## Completing Iteration 221 (approx. per word bound = -3.123, relative change = 6.384e-05) 
## ..................................................................................................................
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## Completing Iteration 222 (approx. per word bound = -3.123, relative change = 6.034e-05) 
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## Completing Iteration 223 (approx. per word bound = -3.123, relative change = 5.816e-05) 
## ..................................................................................................................
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## Completing Iteration 224 (approx. per word bound = -3.123, relative change = 5.546e-05) 
## ..................................................................................................................
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## Completing Iteration 225 (approx. per word bound = -3.122, relative change = 5.344e-05) 
## Topic 1: ethiopia, group, ogaden, rebel, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, govern, asmara 
##  Topic 4: rebel, claim, group, forc, govern 
##  Topic 5: ogadeni, rebel, soldier, kill, somali 
##  Topic 6: kill, africa, rebel, govern, apr 
##  Topic 7: africa, asia, issu, pacif, prison 
##  Topic 8: ogaden, ethiopian, soldier, onlin, kill 
##  Topic 9: ogadeni, jun, freedom, apr, africa 
##  Topic 10: --, forc, onlf, attack, ogaden 
##  Topic 11: ethiopia, claim, rebel, ogaden, victori 
##  Topic 12: rebel, ethiopian, africa, troop, govern 
##  Topic 13: peopl, freedom, somali, africa, ogadeni 
## ..................................................................................................................
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## Completing Iteration 226 (approx. per word bound = -3.122, relative change = 5.260e-05) 
## ..................................................................................................................
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## Completing Iteration 227 (approx. per word bound = -3.122, relative change = 5.159e-05) 
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## Completing Iteration 228 (approx. per word bound = -3.122, relative change = 5.033e-05) 
## ..................................................................................................................
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## Completing Iteration 229 (approx. per word bound = -3.122, relative change = 4.890e-05) 
## ..................................................................................................................
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## Completing Iteration 230 (approx. per word bound = -3.122, relative change = 4.637e-05) 
## Topic 1: ethiopia, group, ogaden, rebel, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, govern, asmara 
##  Topic 4: rebel, claim, group, forc, govern 
##  Topic 5: ogadeni, rebel, soldier, kill, somali 
##  Topic 6: kill, africa, rebel, govern, apr 
##  Topic 7: africa, asia, issu, pacif, prison 
##  Topic 8: ogaden, ethiopian, onlin, soldier, kill 
##  Topic 9: ogadeni, jun, freedom, apr, africa 
##  Topic 10: --, forc, onlf, attack, ogaden 
##  Topic 11: ethiopia, claim, rebel, ogaden, victori 
##  Topic 12: rebel, ethiopian, africa, troop, govern 
##  Topic 13: peopl, freedom, somali, africa, ogadeni 
## ..................................................................................................................
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## Completing Iteration 231 (approx. per word bound = -3.121, relative change = 4.414e-05) 
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## Completing Iteration 232 (approx. per word bound = -3.121, relative change = 4.253e-05) 
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## Completing Iteration 233 (approx. per word bound = -3.121, relative change = 4.098e-05) 
## ..................................................................................................................
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## Completing Iteration 234 (approx. per word bound = -3.121, relative change = 3.843e-05) 
## ..................................................................................................................
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## Completing Iteration 235 (approx. per word bound = -3.121, relative change = 3.720e-05) 
## Topic 1: ethiopia, group, ogaden, rebel, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, govern, asmara 
##  Topic 4: rebel, claim, group, forc, govern 
##  Topic 5: ogadeni, rebel, soldier, kill, somali 
##  Topic 6: kill, africa, rebel, govern, apr 
##  Topic 7: africa, asia, issu, pacif, prison 
##  Topic 8: ogaden, ethiopian, onlin, soldier, kill 
##  Topic 9: ogadeni, jun, freedom, africa, apr 
##  Topic 10: --, forc, onlf, attack, ethiopia 
##  Topic 11: ethiopia, claim, rebel, victori, ogaden 
##  Topic 12: rebel, ethiopian, africa, troop, govern 
##  Topic 13: peopl, freedom, somali, africa, ogadeni 
## ..................................................................................................................
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## Completing Iteration 236 (approx. per word bound = -3.121, relative change = 3.544e-05) 
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## Completing Iteration 237 (approx. per word bound = -3.121, relative change = 3.485e-05) 
## ..................................................................................................................
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## Completing Iteration 238 (approx. per word bound = -3.121, relative change = 3.414e-05) 
## ..................................................................................................................
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## Completing Iteration 239 (approx. per word bound = -3.121, relative change = 3.455e-05) 
## ..................................................................................................................
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## Completing Iteration 240 (approx. per word bound = -3.120, relative change = 3.522e-05) 
## Topic 1: ethiopia, group, ogaden, rebel, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, govern, soldier 
##  Topic 4: rebel, claim, group, forc, govern 
##  Topic 5: ogadeni, rebel, soldier, kill, somali 
##  Topic 6: kill, africa, rebel, govern, apr 
##  Topic 7: africa, asia, issu, pacif, prison 
##  Topic 8: ogaden, ethiopian, onlin, soldier, kill 
##  Topic 9: ogadeni, jun, freedom, africa, apr 
##  Topic 10: --, forc, onlf, attack, ethiopia 
##  Topic 11: ethiopia, claim, rebel, victori, ogaden 
##  Topic 12: rebel, ethiopian, africa, troop, govern 
##  Topic 13: peopl, freedom, somali, africa, ogadeni 
## ..................................................................................................................
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## Completing Iteration 241 (approx. per word bound = -3.120, relative change = 3.671e-05) 
## ..................................................................................................................
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## Completing Iteration 242 (approx. per word bound = -3.120, relative change = 3.609e-05) 
## ..................................................................................................................
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## Completing Iteration 243 (approx. per word bound = -3.120, relative change = 3.427e-05) 
## ..................................................................................................................
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## Completing Iteration 244 (approx. per word bound = -3.120, relative change = 3.208e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 245 (approx. per word bound = -3.120, relative change = 2.788e-05) 
## Topic 1: ethiopia, group, ogaden, rebel, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, govern, soldier 
##  Topic 4: rebel, claim, group, forc, govern 
##  Topic 5: ogadeni, rebel, kill, soldier, somali 
##  Topic 6: kill, africa, rebel, govern, apr 
##  Topic 7: africa, asia, issu, pacif, prison 
##  Topic 8: ogaden, ethiopian, onlin, soldier, kill 
##  Topic 9: ogadeni, jun, freedom, africa, apr 
##  Topic 10: --, forc, onlf, attack, ethiopia 
##  Topic 11: ethiopia, claim, rebel, victori, ogaden 
##  Topic 12: rebel, ethiopian, africa, troop, ogaden 
##  Topic 13: peopl, freedom, somali, africa, ogadeni 
## ..................................................................................................................
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## Completing Iteration 246 (approx. per word bound = -3.120, relative change = 2.601e-05) 
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## Completing Iteration 247 (approx. per word bound = -3.120, relative change = 2.516e-05) 
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## Completing Iteration 248 (approx. per word bound = -3.120, relative change = 2.452e-05) 
## ..................................................................................................................
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## Completing Iteration 249 (approx. per word bound = -3.120, relative change = 2.572e-05) 
## ..................................................................................................................
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## Completing Iteration 250 (approx. per word bound = -3.119, relative change = 2.705e-05) 
## Topic 1: ethiopia, group, ogaden, rebel, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, soldier, govern 
##  Topic 4: rebel, claim, group, forc, govern 
##  Topic 5: ogadeni, rebel, kill, somali, soldier 
##  Topic 6: kill, africa, rebel, govern, apr 
##  Topic 7: africa, asia, issu, pacif, prison 
##  Topic 8: ogaden, ethiopian, onlin, soldier, kill 
##  Topic 9: ogadeni, jun, freedom, africa, apr 
##  Topic 10: --, forc, onlf, attack, ethiopia 
##  Topic 11: ethiopia, claim, rebel, victori, ogaden 
##  Topic 12: rebel, ethiopian, africa, troop, ogaden 
##  Topic 13: peopl, freedom, somali, africa, ogadeni 
## ..................................................................................................................
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## Completing Iteration 251 (approx. per word bound = -3.119, relative change = 2.778e-05) 
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## Completing Iteration 252 (approx. per word bound = -3.119, relative change = 3.230e-05) 
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## Completing Iteration 253 (approx. per word bound = -3.119, relative change = 3.509e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 254 (approx. per word bound = -3.119, relative change = 4.035e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 255 (approx. per word bound = -3.119, relative change = 4.679e-05) 
## Topic 1: ethiopia, group, ogaden, rebel, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, soldier, govern 
##  Topic 4: rebel, claim, group, forc, govern 
##  Topic 5: ogadeni, rebel, kill, somali, freedom 
##  Topic 6: kill, africa, rebel, govern, apr 
##  Topic 7: africa, asia, issu, pacif, prison 
##  Topic 8: ogaden, ethiopian, onlin, soldier, opposit 
##  Topic 9: ogadeni, freedom, jun, africa, apr 
##  Topic 10: --, forc, onlf, attack, ethiopia 
##  Topic 11: ethiopia, claim, rebel, victori, ogaden 
##  Topic 12: rebel, ethiopian, africa, troop, ogaden 
##  Topic 13: peopl, freedom, somali, africa, ogadeni 
## ..................................................................................................................
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## Completing Iteration 256 (approx. per word bound = -3.119, relative change = 5.869e-05) 
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## Completing Iteration 257 (approx. per word bound = -3.118, relative change = 7.250e-05) 
## ..................................................................................................................
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## Completing Iteration 258 (approx. per word bound = -3.118, relative change = 9.072e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 259 (approx. per word bound = -3.118, relative change = 1.104e-04) 
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## Completing Iteration 260 (approx. per word bound = -3.117, relative change = 1.234e-04) 
## Topic 1: ethiopia, group, ogaden, rebel, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, soldier, govern 
##  Topic 4: rebel, claim, group, forc, govern 
##  Topic 5: ogadeni, rebel, somali, kill, freedom 
##  Topic 6: kill, africa, rebel, govern, apr 
##  Topic 7: africa, asia, issu, pacif, prison 
##  Topic 8: ogaden, ethiopian, onlin, soldier, opposit 
##  Topic 9: ogadeni, freedom, jun, africa, apr 
##  Topic 10: --, forc, onlf, attack, ethiopia 
##  Topic 11: ethiopia, claim, rebel, victori, ogaden 
##  Topic 12: rebel, ethiopian, africa, troop, ogaden 
##  Topic 13: peopl, freedom, somali, africa, ogadeni 
## ..................................................................................................................
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## Completing Iteration 261 (approx. per word bound = -3.117, relative change = 1.221e-04) 
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## Completing Iteration 262 (approx. per word bound = -3.117, relative change = 1.069e-04) 
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## Completing Iteration 265 (approx. per word bound = -3.116, relative change = 4.691e-05) 
## Topic 1: ethiopia, group, ogaden, rebel, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, soldier, govern 
##  Topic 4: rebel, claim, group, forc, govern 
##  Topic 5: ogadeni, rebel, somali, kill, freedom 
##  Topic 6: kill, africa, rebel, govern, apr 
##  Topic 7: africa, asia, issu, pacif, prison 
##  Topic 8: ogaden, ethiopian, onlin, soldier, opposit 
##  Topic 9: ogadeni, freedom, jun, africa, apr 
##  Topic 10: --, forc, onlf, attack, ethiopia 
##  Topic 11: ethiopia, claim, rebel, victori, ogaden 
##  Topic 12: rebel, ethiopian, africa, troop, govern 
##  Topic 13: peopl, freedom, somali, africa, ogadeni 
## ..................................................................................................................
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## Completing Iteration 266 (approx. per word bound = -3.116, relative change = 3.645e-05) 
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## Completing Iteration 267 (approx. per word bound = -3.116, relative change = 3.035e-05) 
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## Completing Iteration 270 (approx. per word bound = -3.116, relative change = 2.314e-05) 
## Topic 1: ethiopia, group, ogaden, rebel, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, soldier, govern 
##  Topic 4: rebel, claim, group, forc, govern 
##  Topic 5: ogadeni, rebel, somali, freedom, kill 
##  Topic 6: kill, africa, rebel, govern, apr 
##  Topic 7: africa, asia, issu, pacif, prison 
##  Topic 8: ogaden, ethiopian, onlin, soldier, opposit 
##  Topic 9: ogadeni, freedom, jun, africa, apr 
##  Topic 10: --, forc, onlf, attack, ethiopia 
##  Topic 11: ethiopia, claim, rebel, victori, ogaden 
##  Topic 12: rebel, ethiopian, africa, troop, govern 
##  Topic 13: peopl, freedom, somali, africa, ogadeni 
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## Completing Iteration 271 (approx. per word bound = -3.116, relative change = 2.366e-05) 
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## Completing Iteration 275 (approx. per word bound = -3.115, relative change = 1.022e-04) 
## Topic 1: ethiopia, group, ogaden, rebel, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, soldier, govern 
##  Topic 4: rebel, claim, group, forc, govern 
##  Topic 5: ogadeni, rebel, somali, freedom, kill 
##  Topic 6: kill, africa, rebel, govern, apr 
##  Topic 7: africa, asia, issu, pacif, prison 
##  Topic 8: ogaden, ethiopian, onlin, soldier, opposit 
##  Topic 9: ogadeni, freedom, jun, africa, apr 
##  Topic 10: --, forc, onlf, attack, ethiopia 
##  Topic 11: ethiopia, claim, rebel, victori, ogaden 
##  Topic 12: rebel, ethiopian, africa, troop, govern 
##  Topic 13: peopl, freedom, somali, africa, ogadeni 
## ..................................................................................................................
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## Completing Iteration 276 (approx. per word bound = -3.114, relative change = 1.606e-04) 
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## Completing Iteration 280 (approx. per word bound = -3.113, relative change = 9.123e-05) 
## Topic 1: ethiopia, group, ogaden, rebel, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, soldier, govern 
##  Topic 4: rebel, claim, group, forc, govern 
##  Topic 5: ogadeni, rebel, somali, freedom, kill 
##  Topic 6: kill, africa, rebel, govern, apr 
##  Topic 7: africa, aggreg, asia, issu, pacif 
##  Topic 8: ogaden, ethiopian, onlin, soldier, opposit 
##  Topic 9: ogadeni, freedom, jun, africa, apr 
##  Topic 10: --, forc, onlf, attack, ethiopia 
##  Topic 11: ethiopia, claim, rebel, victori, ogaden 
##  Topic 12: rebel, ethiopian, africa, troop, govern 
##  Topic 13: peopl, freedom, somali, africa, ogadeni 
## ..................................................................................................................
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## Completing Iteration 281 (approx. per word bound = -3.112, relative change = 7.355e-05) 
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## Completing Iteration 282 (approx. per word bound = -3.112, relative change = 6.176e-05) 
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## Completing Iteration 283 (approx. per word bound = -3.112, relative change = 5.742e-05) 
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## Completing Iteration 284 (approx. per word bound = -3.112, relative change = 5.227e-05) 
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## Completing Iteration 285 (approx. per word bound = -3.112, relative change = 4.935e-05) 
## Topic 1: ethiopia, group, ogaden, rebel, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, soldier, govern 
##  Topic 4: rebel, group, claim, forc, govern 
##  Topic 5: ogadeni, rebel, freedom, somali, kill 
##  Topic 6: kill, africa, rebel, govern, apr 
##  Topic 7: africa, aggreg, asia, issu, pacif 
##  Topic 8: ogaden, ethiopian, onlin, soldier, opposit 
##  Topic 9: ogadeni, freedom, jun, africa, apr 
##  Topic 10: --, forc, onlf, attack, ethiopia 
##  Topic 11: ethiopia, claim, rebel, victori, ogaden 
##  Topic 12: rebel, ethiopian, africa, troop, govern 
##  Topic 13: peopl, somali, freedom, africa, ogadeni 
## ..................................................................................................................
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## Completing Iteration 286 (approx. per word bound = -3.112, relative change = 4.757e-05) 
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## Completing Iteration 287 (approx. per word bound = -3.111, relative change = 4.607e-05) 
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## Completing Iteration 288 (approx. per word bound = -3.111, relative change = 4.292e-05) 
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## Completing Iteration 289 (approx. per word bound = -3.111, relative change = 4.259e-05) 
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## Completing Iteration 290 (approx. per word bound = -3.111, relative change = 4.072e-05) 
## Topic 1: ethiopia, group, ogaden, rebel, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, soldier, govern 
##  Topic 4: rebel, group, claim, forc, govern 
##  Topic 5: ogadeni, rebel, freedom, somali, kill 
##  Topic 6: kill, africa, rebel, govern, apr 
##  Topic 7: africa, aggreg, asia, issu, pacif 
##  Topic 8: ogaden, ethiopian, onlin, soldier, opposit 
##  Topic 9: ogadeni, freedom, jun, africa, apr 
##  Topic 10: --, forc, onlf, attack, ethiopia 
##  Topic 11: ethiopia, claim, rebel, victori, ogaden 
##  Topic 12: rebel, ethiopian, africa, troop, govern 
##  Topic 13: peopl, somali, freedom, africa, ogadeni 
## ..................................................................................................................
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## Completing Iteration 291 (approx. per word bound = -3.111, relative change = 3.890e-05) 
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## Completing Iteration 293 (approx. per word bound = -3.111, relative change = 3.802e-05) 
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## Completing Iteration 294 (approx. per word bound = -3.111, relative change = 3.578e-05) 
## ..................................................................................................................
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## Completing Iteration 295 (approx. per word bound = -3.110, relative change = 3.901e-05) 
## Topic 1: ethiopia, group, ogaden, rebel, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, soldier, govern 
##  Topic 4: rebel, group, claim, forc, govern 
##  Topic 5: ogadeni, rebel, freedom, somali, kill 
##  Topic 6: kill, africa, rebel, govern, apr 
##  Topic 7: africa, aggreg, asia, issu, pacif 
##  Topic 8: ogaden, ethiopian, onlin, soldier, opposit 
##  Topic 9: ogadeni, freedom, jun, africa, apr 
##  Topic 10: --, forc, onlf, attack, ethiopia 
##  Topic 11: ethiopia, claim, rebel, victori, ogaden 
##  Topic 12: rebel, ethiopian, africa, troop, govern 
##  Topic 13: peopl, somali, freedom, africa, ogadeni 
## ..................................................................................................................
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## Completing Iteration 296 (approx. per word bound = -3.110, relative change = 4.078e-05) 
## ..................................................................................................................
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## Completing Iteration 297 (approx. per word bound = -3.110, relative change = 5.081e-05) 
## ..................................................................................................................
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## Completing Iteration 298 (approx. per word bound = -3.110, relative change = 7.387e-05) 
## ..................................................................................................................
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## Completing Iteration 299 (approx. per word bound = -3.110, relative change = 1.260e-04) 
## ..................................................................................................................
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## Completing Iteration 300 (approx. per word bound = -3.109, relative change = 1.780e-04) 
## Topic 1: ethiopia, group, ogaden, rebel, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, soldier, govern 
##  Topic 4: rebel, claim, group, forc, govern 
##  Topic 5: ogadeni, rebel, freedom, somali, kill 
##  Topic 6: kill, africa, rebel, govern, apr 
##  Topic 7: africa, aggreg, asia, issu, pacif 
##  Topic 8: ogaden, ethiopian, onlin, soldier, opposit 
##  Topic 9: ogadeni, freedom, jun, africa, apr 
##  Topic 10: --, forc, onlf, attack, ethiopia 
##  Topic 11: ethiopia, claim, rebel, victori, ogaden 
##  Topic 12: rebel, ethiopian, africa, troop, govern 
##  Topic 13: peopl, somali, freedom, ogadeni, africa 
## ..................................................................................................................
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## Completing Iteration 301 (approx. per word bound = -3.109, relative change = 1.565e-04) 
## ..................................................................................................................
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## Completing Iteration 302 (approx. per word bound = -3.108, relative change = 5.685e-05) 
## ..................................................................................................................
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## Completing Iteration 303 (approx. per word bound = -3.108, relative change = 3.089e-05) 
## ..................................................................................................................
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## Completing Iteration 304 (approx. per word bound = -3.108, relative change = 2.536e-05) 
## ..................................................................................................................
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## Completing Iteration 305 (approx. per word bound = -3.108, relative change = 2.557e-05) 
## Topic 1: ethiopia, group, ogaden, rebel, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, soldier, govern 
##  Topic 4: rebel, claim, group, forc, govern 
##  Topic 5: ogadeni, rebel, freedom, somali, kill 
##  Topic 6: kill, africa, rebel, govern, apr 
##  Topic 7: africa, aggreg, asia, issu, pacif 
##  Topic 8: ogaden, ethiopian, onlin, soldier, opposit 
##  Topic 9: ogadeni, freedom, jun, africa, peopl 
##  Topic 10: --, forc, onlf, attack, ethiopia 
##  Topic 11: ethiopia, claim, rebel, victori, ogaden 
##  Topic 12: rebel, ethiopian, africa, troop, ogaden 
##  Topic 13: peopl, somali, freedom, ogadeni, africa 
## ..................................................................................................................
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## Completing Iteration 306 (approx. per word bound = -3.108, relative change = 2.463e-05) 
## ..................................................................................................................
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## Completing Iteration 307 (approx. per word bound = -3.108, relative change = 2.365e-05) 
## ..................................................................................................................
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## Completing Iteration 308 (approx. per word bound = -3.108, relative change = 2.240e-05) 
## ..................................................................................................................
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## Completing Iteration 309 (approx. per word bound = -3.108, relative change = 2.339e-05) 
## ..................................................................................................................
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## Completing Iteration 310 (approx. per word bound = -3.108, relative change = 2.147e-05) 
## Topic 1: ethiopia, group, ogaden, rebel, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, soldier, govern 
##  Topic 4: rebel, claim, group, forc, govern 
##  Topic 5: ogadeni, rebel, freedom, somali, peopl 
##  Topic 6: kill, africa, rebel, govern, apr 
##  Topic 7: africa, aggreg, asia, issu, pacif 
##  Topic 8: ogaden, ethiopian, onlin, soldier, opposit 
##  Topic 9: ogadeni, freedom, jun, africa, peopl 
##  Topic 10: --, forc, onlf, attack, ethiopia 
##  Topic 11: ethiopia, claim, rebel, victori, ogaden 
##  Topic 12: rebel, ethiopian, africa, troop, ogaden 
##  Topic 13: peopl, somali, freedom, ogadeni, africa 
## ..................................................................................................................
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## Completing Iteration 311 (approx. per word bound = -3.108, relative change = 2.165e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 312 (approx. per word bound = -3.108, relative change = 2.199e-05) 
## ..................................................................................................................
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## Completing Iteration 313 (approx. per word bound = -3.108, relative change = 1.953e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 314 (approx. per word bound = -3.107, relative change = 2.209e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 315 (approx. per word bound = -3.107, relative change = 2.230e-05) 
## Topic 1: ethiopia, group, ogaden, rebel, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, soldier, govern 
##  Topic 4: rebel, claim, group, forc, govern 
##  Topic 5: ogadeni, rebel, freedom, somali, peopl 
##  Topic 6: kill, africa, rebel, govern, apr 
##  Topic 7: africa, aggreg, asia, issu, pacif 
##  Topic 8: ogaden, ethiopian, onlin, soldier, opposit 
##  Topic 9: ogadeni, freedom, jun, africa, peopl 
##  Topic 10: --, forc, onlf, attack, ethiopia 
##  Topic 11: ethiopia, claim, rebel, victori, militari 
##  Topic 12: rebel, ethiopian, africa, troop, ogaden 
##  Topic 13: peopl, somali, freedom, ogadeni, africa 
## ..................................................................................................................
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## Completing Iteration 316 (approx. per word bound = -3.107, relative change = 3.116e-05) 
## ..................................................................................................................
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## Completing Iteration 317 (approx. per word bound = -3.107, relative change = 7.435e-05) 
## ..................................................................................................................
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## Completing Iteration 318 (approx. per word bound = -3.106, relative change = 2.385e-04) 
## ..................................................................................................................
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## Completing Iteration 319 (approx. per word bound = -3.105, relative change = 3.468e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 320 (approx. per word bound = -3.105, relative change = 1.989e-04) 
## Topic 1: ethiopia, group, ogaden, rebel, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, soldier, govern 
##  Topic 4: rebel, claim, group, forc, govern 
##  Topic 5: ogadeni, rebel, freedom, somali, peopl 
##  Topic 6: kill, africa, rebel, govern, apr 
##  Topic 7: africa, aggreg, asia, issu, pacif 
##  Topic 8: ogaden, ethiopian, onlin, soldier, opposit 
##  Topic 9: ogadeni, freedom, jun, africa, peopl 
##  Topic 10: --, forc, onlf, attack, ethiopia 
##  Topic 11: ethiopia, claim, rebel, victori, militari 
##  Topic 12: rebel, ethiopian, africa, troop, ogaden 
##  Topic 13: peopl, somali, freedom, ogadeni, africa 
## ..................................................................................................................
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## Completing Iteration 321 (approx. per word bound = -3.104, relative change = 1.289e-04) 
## ..................................................................................................................
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## Completing Iteration 322 (approx. per word bound = -3.104, relative change = 6.529e-05) 
## ..................................................................................................................
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## Completing Iteration 323 (approx. per word bound = -3.104, relative change = 3.663e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 324 (approx. per word bound = -3.104, relative change = 2.933e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 325 (approx. per word bound = -3.104, relative change = 2.764e-05) 
## Topic 1: ethiopia, group, ogaden, rebel, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, soldier, govern 
##  Topic 4: rebel, claim, group, forc, govern 
##  Topic 5: ogadeni, rebel, freedom, somali, peopl 
##  Topic 6: kill, africa, rebel, govern, apr 
##  Topic 7: africa, aggreg, text, asia, issu 
##  Topic 8: ogaden, ethiopian, onlin, soldier, opposit 
##  Topic 9: ogadeni, freedom, jun, africa, peopl 
##  Topic 10: --, forc, onlf, attack, ethiopia 
##  Topic 11: ethiopia, claim, rebel, victori, militari 
##  Topic 12: rebel, ethiopian, africa, ogaden, troop 
##  Topic 13: peopl, somali, freedom, ogadeni, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 326 (approx. per word bound = -3.104, relative change = 2.586e-05) 
## ..................................................................................................................
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## Completing Iteration 327 (approx. per word bound = -3.104, relative change = 2.263e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 328 (approx. per word bound = -3.104, relative change = 2.068e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 329 (approx. per word bound = -3.103, relative change = 2.774e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 330 (approx. per word bound = -3.103, relative change = 5.888e-05) 
## Topic 1: ethiopia, group, ogaden, rebel, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, soldier, govern 
##  Topic 4: rebel, claim, group, forc, govern 
##  Topic 5: ogadeni, rebel, freedom, somali, peopl 
##  Topic 6: kill, africa, rebel, govern, apr 
##  Topic 7: africa, aggreg, text, issu, prison 
##  Topic 8: ogaden, ethiopian, onlin, soldier, opposit 
##  Topic 9: ogadeni, freedom, jun, africa, peopl 
##  Topic 10: --, forc, onlf, attack, ethiopia 
##  Topic 11: ethiopia, claim, rebel, victori, militari 
##  Topic 12: rebel, ethiopian, africa, ogaden, troop 
##  Topic 13: peopl, somali, freedom, ogadeni, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 331 (approx. per word bound = -3.103, relative change = 1.378e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 332 (approx. per word bound = -3.102, relative change = 1.938e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 333 (approx. per word bound = -3.102, relative change = 1.159e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 334 (approx. per word bound = -3.102, relative change = 4.027e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 335 (approx. per word bound = -3.102, relative change = 2.061e-05) 
## Topic 1: ethiopia, group, ogaden, rebel, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, soldier, govern 
##  Topic 4: rebel, claim, group, forc, govern 
##  Topic 5: ogadeni, freedom, rebel, somali, peopl 
##  Topic 6: kill, africa, rebel, govern, apr 
##  Topic 7: africa, aggreg, text, asia, issu 
##  Topic 8: ogaden, ethiopian, onlin, soldier, opposit 
##  Topic 9: ogadeni, freedom, jun, africa, peopl 
##  Topic 10: --, forc, onlf, attack, ethiopia 
##  Topic 11: ethiopia, claim, rebel, victori, militari 
##  Topic 12: rebel, ethiopian, africa, ogaden, troop 
##  Topic 13: peopl, somali, freedom, ogadeni, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 336 (approx. per word bound = -3.102, relative change = 1.793e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 337 (approx. per word bound = -3.102, relative change = 1.731e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 338 (approx. per word bound = -3.102, relative change = 1.626e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 339 (approx. per word bound = -3.101, relative change = 1.470e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 340 (approx. per word bound = -3.101, relative change = 1.444e-05) 
## Topic 1: ethiopia, group, ogaden, rebel, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, soldier, govern 
##  Topic 4: rebel, claim, group, forc, govern 
##  Topic 5: ogadeni, freedom, rebel, somali, peopl 
##  Topic 6: kill, africa, rebel, govern, apr 
##  Topic 7: africa, aggreg, text, asia, issu 
##  Topic 8: ogaden, ethiopian, onlin, soldier, opposit 
##  Topic 9: ogadeni, freedom, africa, jun, peopl 
##  Topic 10: --, forc, onlf, attack, ethiopia 
##  Topic 11: ethiopia, claim, rebel, victori, militari 
##  Topic 12: rebel, ethiopian, africa, ogaden, troop 
##  Topic 13: peopl, somali, freedom, ogadeni, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 341 (approx. per word bound = -3.101, relative change = 1.425e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 342 (approx. per word bound = -3.101, relative change = 1.282e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 343 (approx. per word bound = -3.101, relative change = 1.343e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 344 (approx. per word bound = -3.101, relative change = 1.339e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 345 (approx. per word bound = -3.101, relative change = 1.244e-05) 
## Topic 1: ethiopia, group, ogaden, rebel, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, soldier, govern 
##  Topic 4: claim, rebel, group, forc, govern 
##  Topic 5: ogadeni, freedom, rebel, somali, peopl 
##  Topic 6: kill, africa, rebel, govern, apr 
##  Topic 7: africa, aggreg, text, issu, prison 
##  Topic 8: ogaden, ethiopian, onlin, soldier, opposit 
##  Topic 9: ogadeni, freedom, africa, jun, peopl 
##  Topic 10: --, forc, onlf, attack, ethiopia 
##  Topic 11: ethiopia, claim, rebel, victori, militari 
##  Topic 12: rebel, ethiopian, africa, ogaden, troop 
##  Topic 13: peopl, somali, freedom, ogadeni, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 346 (approx. per word bound = -3.101, relative change = 1.159e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 347 (approx. per word bound = -3.101, relative change = 1.192e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 348 (approx. per word bound = -3.101, relative change = 1.154e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 349 (approx. per word bound = -3.101, relative change = 1.156e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 350 (approx. per word bound = -3.101, relative change = 1.082e-05) 
## Topic 1: ethiopia, group, ogaden, rebel, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, soldier, govern 
##  Topic 4: claim, rebel, group, forc, govern 
##  Topic 5: ogadeni, freedom, rebel, somali, peopl 
##  Topic 6: kill, africa, rebel, govern, apr 
##  Topic 7: africa, aggreg, text, asia, issu 
##  Topic 8: ogaden, ethiopian, onlin, soldier, opposit 
##  Topic 9: ogadeni, freedom, africa, jun, peopl 
##  Topic 10: --, forc, onlf, attack, ethiopia 
##  Topic 11: ethiopia, claim, rebel, victori, militari 
##  Topic 12: rebel, ethiopian, africa, ogaden, troop 
##  Topic 13: peopl, somali, freedom, ogadeni, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 351 (approx. per word bound = -3.101, relative change = 1.104e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 352 (approx. per word bound = -3.101, relative change = 1.090e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 353 (approx. per word bound = -3.101, relative change = 1.070e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 354 (approx. per word bound = -3.101, relative change = 1.143e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 355 (approx. per word bound = -3.101, relative change = 1.028e-05) 
## Topic 1: ethiopia, group, ogaden, rebel, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, soldier, govern 
##  Topic 4: claim, rebel, group, forc, govern 
##  Topic 5: ogadeni, freedom, rebel, somali, peopl 
##  Topic 6: kill, africa, rebel, govern, apr 
##  Topic 7: africa, aggreg, text, asia, issu 
##  Topic 8: ogaden, ethiopian, onlin, soldier, opposit 
##  Topic 9: ogadeni, freedom, africa, jun, peopl 
##  Topic 10: --, forc, onlf, attack, ethiopia 
##  Topic 11: ethiopia, claim, rebel, victori, militari 
##  Topic 12: rebel, ethiopian, ogaden, africa, troop 
##  Topic 13: peopl, somali, freedom, ogadeni, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 356 (approx. per word bound = -3.101, relative change = 1.072e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 357 (approx. per word bound = -3.101, relative change = 1.199e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 358 (approx. per word bound = -3.101, relative change = 1.299e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 359 (approx. per word bound = -3.101, relative change = 2.467e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 360 (approx. per word bound = -3.100, relative change = 7.265e-05) 
## Topic 1: ethiopia, group, ogaden, rebel, victori 
##  Topic 2: ogaden, region, ethiopia, crime, somali 
##  Topic 3: polit, group, africa, soldier, govern 
##  Topic 4: claim, rebel, group, forc, govern 
##  Topic 5: ogadeni, freedom, rebel, somali, peopl 
##  Topic 6: kill, africa, rebel, govern, apr 
##  Topic 7: africa, aggreg, text, asia, issu 
##  Topic 8: ogaden, ethiopian, onlin, soldier, opposit 
##  Topic 9: ogadeni, freedom, africa, jun, peopl 
##  Topic 10: --, forc, onlf, attack, ethiopia 
##  Topic 11: ethiopia, claim, rebel, victori, militari 
##  Topic 12: rebel, ethiopian, ogaden, africa, troop 
##  Topic 13: peopl, somali, freedom, ogadeni, africa 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 361 (approx. per word bound = -3.100, relative change = 1.271e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 362 (approx. per word bound = -3.100, relative change = 7.276e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ..............
##   Recovering initialization...
##      ..
## Initialization complete.
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.240) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -3.813, relative change = 1.007e-01) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -3.645, relative change = 4.407e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -3.520, relative change = 3.430e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -3.443, relative change = 2.170e-02) 
## Topic 1: onlf, kill, ababa, addi, file 
##  Topic 2: onlf, success, battlefield, battl, liber 
##  Topic 3: polit, aggreg, rebel, cite, bulletin 
##  Topic 4: onlf, africa, captur, --, break 
##  Topic 5: ethiopia, armi, dozen, recent, aggreg 
##  Topic 6: opposit, asmara, eritrean, eritrea, ethiopian 
##  Topic 7: kill, group, rebel, clash, govern 
##  Topic 8: ogaden, onlin, soldier, africa, communiqu 
##  Topic 9: --, ogaden, ethiopia, attack, kill 
##  Topic 10: forc, sep, govern, group, ethiopia 
##  Topic 11: claim, ethiopia, victori, militari, battl 
##  Topic 12: rebel, freedom, ethiopian, ogaden, ogadeni 
##  Topic 13: africa, peopl, somali, ogadeni, freedom 
##  Topic 14: say, claim, ogaden, fight, kill 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -3.387, relative change = 1.646e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -3.345, relative change = 1.237e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -3.314, relative change = 9.161e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -3.289, relative change = 7.707e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -3.267, relative change = 6.609e-03) 
## Topic 1: kill, onlf, soldier, ababa, addi 
##  Topic 2: ethiopian, success, battlefield, front, liber 
##  Topic 3: polit, aggreg, cite, bulletin, start 
##  Topic 4: africa, onlf, captur, --, break 
##  Topic 5: recent, ethiopia, battl, armi, dozen 
##  Topic 6: opposit, ethiopian, africa, soldier, asmara 
##  Topic 7: kill, govern, group, rebel, soldier 
##  Topic 8: ogaden, onlin, soldier, africa, ethiopian 
##  Topic 9: --, ogaden, ethiopia, crime, region 
##  Topic 10: forc, govern, sep, group, victori 
##  Topic 11: claim, ethiopia, victori, militari, battl 
##  Topic 12: rebel, ogaden, ethiopian, africa, attack 
##  Topic 13: peopl, ogadeni, freedom, africa, somali 
##  Topic 14: say, fight, ogaden, africa, govt 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -3.248, relative change = 5.776e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -3.230, relative change = 5.598e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -3.215, relative change = 4.643e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -3.204, relative change = 3.357e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -3.195, relative change = 2.731e-03) 
## Topic 1: onlf, kill, ababa, addi, file 
##  Topic 2: ethiopian, success, battlefield, front, liber 
##  Topic 3: polit, africa, aggreg, separ, bulletin 
##  Topic 4: africa, onlf, two, captur, troop 
##  Topic 5: recent, battl, ethiopia, armi, dozen 
##  Topic 6: ethiopian, opposit, asmara, eritrean, eritrea 
##  Topic 7: kill, soldier, govern, rebel, group 
##  Topic 8: ogaden, onlin, ethiopian, africa, soldier 
##  Topic 9: --, ogaden, ethiopia, crime, region 
##  Topic 10: forc, govern, sep, group, africa 
##  Topic 11: claim, ethiopia, victori, militari, onlf 
##  Topic 12: rebel, ogaden, africa, attack, troop 
##  Topic 13: peopl, ogadeni, freedom, somali, africa 
##  Topic 14: say, fight, govt, ogaden, rebel 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -3.188, relative change = 2.381e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -3.181, relative change = 2.104e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -3.175, relative change = 2.004e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -3.170, relative change = 1.598e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -3.166, relative change = 1.201e-03) 
## Topic 1: onlf, ababa, addi, kill, file 
##  Topic 2: ethiopian, success, battlefield, front, liber 
##  Topic 3: polit, africa, aggreg, separ, bulletin 
##  Topic 4: troop, onlf, africa, clash, two 
##  Topic 5: recent, battl, ethiopia, armi, claim 
##  Topic 6: ethiopian, opposit, asmara, eritrean, apr 
##  Topic 7: kill, soldier, govern, rebel, group 
##  Topic 8: ogaden, ethiopian, onlin, africa, soldier 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, sep, group, africa 
##  Topic 11: claim, ethiopia, victori, militari, onlf 
##  Topic 12: rebel, ogaden, africa, attack, troop 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: say, ethiopia, fight, rebel, govt 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -3.162, relative change = 1.068e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -3.159, relative change = 9.616e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -3.156, relative change = 9.396e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -3.153, relative change = 9.641e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -3.150, relative change = 9.243e-04) 
## Topic 1: onlf, ababa, addi, file, hos 
##  Topic 2: ethiopian, battlefield, success, front, liber 
##  Topic 3: polit, africa, aggreg, separ, bulletin 
##  Topic 4: troop, onlf, clash, two, captur 
##  Topic 5: recent, battl, ethiopia, claim, armi 
##  Topic 6: ethiopian, opposit, asmara, eritrean, apr 
##  Topic 7: kill, soldier, govern, rebel, claim 
##  Topic 8: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, sep, group, africa 
##  Topic 11: claim, ethiopia, victori, militari, onlf 
##  Topic 12: rebel, africa, ogaden, attack, troop 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: say, ethiopia, rebel, fight, kill 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -3.148, relative change = 8.689e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -3.145, relative change = 7.932e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -3.143, relative change = 6.820e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -3.141, relative change = 6.252e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -3.139, relative change = 6.224e-04) 
## Topic 1: onlf, ababa, addi, file, hos 
##  Topic 2: ethiopian, battlefield, success, front, liber 
##  Topic 3: africa, polit, aggreg, separ, bulletin 
##  Topic 4: troop, onlf, clash, dead, leav 
##  Topic 5: recent, ethiopia, battl, claim, ogaden 
##  Topic 6: ethiopian, opposit, asmara, eritrean, apr 
##  Topic 7: kill, soldier, govern, rebel, claim 
##  Topic 8: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, sep, group, africa 
##  Topic 11: claim, ethiopia, victori, militari, onlf 
##  Topic 12: rebel, africa, ogaden, attack, troop 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, say, rebel, kill, fight 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -3.137, relative change = 5.495e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -3.136, relative change = 4.974e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -3.134, relative change = 4.496e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -3.133, relative change = 4.207e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -3.132, relative change = 4.019e-04) 
## Topic 1: onlf, file, hos, lotta, ababa 
##  Topic 2: ethiopian, battlefield, success, front, liber 
##  Topic 3: africa, polit, aggreg, separ, bulletin 
##  Topic 4: troop, onlf, clash, dead, leav 
##  Topic 5: recent, ethiopia, claim, battl, ogaden 
##  Topic 6: ethiopian, opposit, asmara, eritrean, apr 
##  Topic 7: kill, soldier, govern, rebel, claim 
##  Topic 8: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, sep, group, africa 
##  Topic 11: claim, ethiopia, victori, militari, onlf 
##  Topic 12: rebel, africa, ogaden, attack, troop 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, say, rebel, kill, fight 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -3.131, relative change = 3.902e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -3.130, relative change = 3.776e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -3.128, relative change = 3.784e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -3.127, relative change = 3.558e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -3.126, relative change = 3.408e-04) 
## Topic 1: onlf, file, hos, lotta, ababa 
##  Topic 2: ethiopian, battlefield, success, front, claim 
##  Topic 3: africa, polit, aggreg, separ, bulletin 
##  Topic 4: troop, onlf, clash, dead, leav 
##  Topic 5: ethiopia, recent, claim, battl, ogaden 
##  Topic 6: ethiopian, opposit, asmara, eritrean, apr 
##  Topic 7: kill, soldier, govern, rebel, claim 
##  Topic 8: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, sep, group, africa 
##  Topic 11: ethiopia, claim, victori, militari, rebel 
##  Topic 12: rebel, africa, ogaden, attack, troop 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, say, kill, rebel, fight 
## ..................................................................................................................
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## Completing Iteration 41 (approx. per word bound = -3.125, relative change = 3.431e-04) 
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## Completing Iteration 42 (approx. per word bound = -3.124, relative change = 3.632e-04) 
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## Completing Iteration 43 (approx. per word bound = -3.123, relative change = 3.934e-04) 
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## Completing Iteration 44 (approx. per word bound = -3.121, relative change = 4.043e-04) 
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## Completing Iteration 45 (approx. per word bound = -3.120, relative change = 3.792e-04) 
## Topic 1: onlf, file, hos, lotta, menkhaus 
##  Topic 2: ethiopian, battlefield, claim, success, front 
##  Topic 3: africa, polit, aggreg, separ, bulletin 
##  Topic 4: troop, onlf, clash, dead, leav 
##  Topic 5: ethiopia, recent, claim, battl, ogaden 
##  Topic 6: ethiopian, opposit, asmara, eritrean, apr 
##  Topic 7: kill, soldier, govern, rebel, claim 
##  Topic 8: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, sep, group, africa 
##  Topic 11: ethiopia, claim, victori, militari, rebel 
##  Topic 12: rebel, africa, ogaden, attack, troop 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, kill, rebel, fight, govt 
## ..................................................................................................................
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## Completing Iteration 46 (approx. per word bound = -3.119, relative change = 3.587e-04) 
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## Completing Iteration 47 (approx. per word bound = -3.118, relative change = 3.031e-04) 
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## Completing Iteration 48 (approx. per word bound = -3.117, relative change = 2.652e-04) 
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## Completing Iteration 49 (approx. per word bound = -3.117, relative change = 2.441e-04) 
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## Completing Iteration 50 (approx. per word bound = -3.116, relative change = 2.280e-04) 
## Topic 1: onlf, file, hos, lotta, menkhaus 
##  Topic 2: ethiopian, claim, battlefield, success, front 
##  Topic 3: africa, polit, aggreg, separ, bulletin 
##  Topic 4: troop, onlf, clash, dead, leav 
##  Topic 5: ethiopia, recent, claim, battl, ogaden 
##  Topic 6: ethiopian, opposit, asmara, eritrean, apr 
##  Topic 7: kill, soldier, govern, rebel, claim 
##  Topic 8: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, sep, group, africa 
##  Topic 11: ethiopia, claim, victori, militari, rebel 
##  Topic 12: rebel, africa, ogaden, attack, troop 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, kill, rebel, fight, govt 
## ..................................................................................................................
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## Completing Iteration 51 (approx. per word bound = -3.115, relative change = 2.130e-04) 
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## Completing Iteration 54 (approx. per word bound = -3.113, relative change = 1.838e-04) 
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## Completing Iteration 55 (approx. per word bound = -3.113, relative change = 1.784e-04) 
## Topic 1: onlf, file, hos, lotta, menkhaus 
##  Topic 2: ethiopian, claim, battlefield, success, front 
##  Topic 3: africa, polit, aggreg, separ, bulletin 
##  Topic 4: troop, onlf, clash, dead, leav 
##  Topic 5: ethiopia, claim, recent, battl, ogaden 
##  Topic 6: ethiopian, opposit, asmara, eritrean, apr 
##  Topic 7: kill, soldier, rebel, govern, claim 
##  Topic 8: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, sep, group, africa 
##  Topic 11: ethiopia, claim, victori, rebel, militari 
##  Topic 12: rebel, africa, ogaden, attack, troop 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, kill, rebel, fight, govt 
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## Completing Iteration 56 (approx. per word bound = -3.112, relative change = 1.758e-04) 
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## Completing Iteration 59 (approx. per word bound = -3.110, relative change = 3.055e-04) 
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## Completing Iteration 60 (approx. per word bound = -3.110, relative change = 1.815e-04) 
## Topic 1: onlf, file, hos, lotta, menkhaus 
##  Topic 2: ethiopian, claim, battlefield, success, front 
##  Topic 3: africa, polit, aggreg, separ, bulletin 
##  Topic 4: troop, onlf, clash, dead, leav 
##  Topic 5: ethiopia, claim, recent, battl, ogaden 
##  Topic 6: ethiopian, opposit, asmara, eritrean, apr 
##  Topic 7: kill, soldier, rebel, govern, claim 
##  Topic 8: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, sep, group, africa 
##  Topic 11: ethiopia, claim, victori, rebel, militari 
##  Topic 12: rebel, africa, ogaden, attack, troop 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, kill, rebel, fight, govt 
## ..................................................................................................................
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## Completing Iteration 61 (approx. per word bound = -3.109, relative change = 1.915e-04) 
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## Completing Iteration 62 (approx. per word bound = -3.108, relative change = 2.116e-04) 
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## Completing Iteration 63 (approx. per word bound = -3.108, relative change = 2.346e-04) 
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## Completing Iteration 64 (approx. per word bound = -3.107, relative change = 2.465e-04) 
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## Completing Iteration 65 (approx. per word bound = -3.106, relative change = 2.501e-04) 
## Topic 1: onlf, file, hos, lotta, menkhaus 
##  Topic 2: ethiopian, claim, battlefield, success, front 
##  Topic 3: africa, polit, aggreg, separ, bulletin 
##  Topic 4: troop, onlf, say, clash, dead 
##  Topic 5: ethiopia, claim, recent, battl, ogaden 
##  Topic 6: ethiopian, opposit, asmara, eritrean, apr 
##  Topic 7: kill, soldier, rebel, govern, claim 
##  Topic 8: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, sep, group, africa 
##  Topic 11: ethiopia, claim, victori, rebel, militari 
##  Topic 12: rebel, africa, ogaden, attack, troop 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, kill, rebel, fight, govt 
## ..................................................................................................................
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## Completing Iteration 66 (approx. per word bound = -3.105, relative change = 2.674e-04) 
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## Completing Iteration 67 (approx. per word bound = -3.104, relative change = 2.838e-04) 
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## Completing Iteration 68 (approx. per word bound = -3.103, relative change = 2.703e-04) 
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## Completing Iteration 69 (approx. per word bound = -3.103, relative change = 2.285e-04) 
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## Completing Iteration 70 (approx. per word bound = -3.102, relative change = 1.962e-04) 
## Topic 1: onlf, file, hos, lotta, menkhaus 
##  Topic 2: ethiopian, claim, battlefield, success, front 
##  Topic 3: africa, polit, aggreg, separ, bulletin 
##  Topic 4: troop, onlf, say, clash, dead 
##  Topic 5: ethiopia, claim, recent, battl, ogaden 
##  Topic 6: ethiopian, opposit, asmara, eritrean, apr 
##  Topic 7: kill, soldier, rebel, govern, claim 
##  Topic 8: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, sep, group, africa 
##  Topic 11: ethiopia, claim, victori, rebel, militari 
##  Topic 12: rebel, africa, ogaden, attack, troop 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, kill, rebel, fight, govt 
## ..................................................................................................................
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## Completing Iteration 71 (approx. per word bound = -3.102, relative change = 1.768e-04) 
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## Completing Iteration 72 (approx. per word bound = -3.101, relative change = 1.629e-04) 
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## Completing Iteration 73 (approx. per word bound = -3.101, relative change = 1.533e-04) 
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## Completing Iteration 74 (approx. per word bound = -3.100, relative change = 1.475e-04) 
## ..................................................................................................................
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## Completing Iteration 75 (approx. per word bound = -3.100, relative change = 1.515e-04) 
## Topic 1: onlf, file, hos, lotta, menkhaus 
##  Topic 2: ethiopian, claim, battlefield, success, front 
##  Topic 3: africa, polit, aggreg, separ, bulletin 
##  Topic 4: troop, onlf, say, clash, dead 
##  Topic 5: ethiopia, claim, recent, battl, ogaden 
##  Topic 6: ethiopian, opposit, asmara, eritrean, apr 
##  Topic 7: kill, soldier, rebel, govern, claim 
##  Topic 8: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, sep, group, claim 
##  Topic 11: ethiopia, claim, victori, rebel, militari 
##  Topic 12: rebel, africa, ogaden, attack, troop 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, rebel, kill, fight, govt 
## ..................................................................................................................
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## Completing Iteration 76 (approx. per word bound = -3.099, relative change = 1.726e-04) 
## ..................................................................................................................
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## Completing Iteration 77 (approx. per word bound = -3.099, relative change = 1.903e-04) 
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## Completing Iteration 78 (approx. per word bound = -3.098, relative change = 1.401e-04) 
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## Completing Iteration 79 (approx. per word bound = -3.098, relative change = 1.034e-04) 
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## Completing Iteration 80 (approx. per word bound = -3.097, relative change = 8.945e-05) 
## Topic 1: onlf, file, hos, lotta, menkhaus 
##  Topic 2: ethiopian, claim, battlefield, success, front 
##  Topic 3: africa, polit, aggreg, separ, bulletin 
##  Topic 4: troop, onlf, say, clash, dead 
##  Topic 5: ethiopia, claim, recent, battl, ogaden 
##  Topic 6: ethiopian, opposit, asmara, eritrean, broad 
##  Topic 7: kill, soldier, rebel, govern, claim 
##  Topic 8: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, sep, group, claim 
##  Topic 11: ethiopia, claim, victori, rebel, militari 
##  Topic 12: rebel, africa, ogaden, attack, troop 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, rebel, kill, fight, govt 
## ..................................................................................................................
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## Completing Iteration 81 (approx. per word bound = -3.097, relative change = 8.345e-05) 
## ..................................................................................................................
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## Completing Iteration 82 (approx. per word bound = -3.097, relative change = 7.879e-05) 
## ..................................................................................................................
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## Completing Iteration 83 (approx. per word bound = -3.097, relative change = 7.490e-05) 
## ..................................................................................................................
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## Completing Iteration 84 (approx. per word bound = -3.097, relative change = 7.198e-05) 
## ..................................................................................................................
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## Completing Iteration 85 (approx. per word bound = -3.096, relative change = 6.906e-05) 
## Topic 1: onlf, file, hos, lotta, menkhaus 
##  Topic 2: ethiopian, claim, battlefield, success, front 
##  Topic 3: africa, polit, aggreg, separ, bulletin 
##  Topic 4: troop, onlf, say, clash, dead 
##  Topic 5: ethiopia, claim, recent, battl, ogaden 
##  Topic 6: ethiopian, opposit, asmara, eritrean, broad 
##  Topic 7: kill, soldier, rebel, govern, claim 
##  Topic 8: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, sep, group, claim 
##  Topic 11: ethiopia, claim, victori, rebel, militari 
##  Topic 12: rebel, africa, ogaden, attack, troop 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, rebel, kill, fight, govt 
## ..................................................................................................................
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## Completing Iteration 86 (approx. per word bound = -3.096, relative change = 6.652e-05) 
## ..................................................................................................................
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## Completing Iteration 87 (approx. per word bound = -3.096, relative change = 6.430e-05) 
## ..................................................................................................................
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## Completing Iteration 88 (approx. per word bound = -3.096, relative change = 6.428e-05) 
## ..................................................................................................................
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## Completing Iteration 89 (approx. per word bound = -3.096, relative change = 6.280e-05) 
## ..................................................................................................................
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## Completing Iteration 90 (approx. per word bound = -3.095, relative change = 6.351e-05) 
## Topic 1: onlf, file, hos, lotta, menkhaus 
##  Topic 2: ethiopian, claim, battlefield, success, govern 
##  Topic 3: africa, polit, aggreg, separ, bulletin 
##  Topic 4: troop, onlf, say, clash, dead 
##  Topic 5: ethiopia, claim, recent, ogaden, battl 
##  Topic 6: ethiopian, opposit, asmara, eritrean, broad 
##  Topic 7: kill, soldier, rebel, govern, claim 
##  Topic 8: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, group, sep, claim 
##  Topic 11: ethiopia, victori, claim, rebel, militari 
##  Topic 12: rebel, africa, ogaden, attack, troop 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, rebel, kill, fight, attack 
## ..................................................................................................................
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## Completing Iteration 91 (approx. per word bound = -3.095, relative change = 6.236e-05) 
## ..................................................................................................................
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## Completing Iteration 92 (approx. per word bound = -3.095, relative change = 6.174e-05) 
## ..................................................................................................................
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## Completing Iteration 93 (approx. per word bound = -3.095, relative change = 6.316e-05) 
## ..................................................................................................................
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## Completing Iteration 94 (approx. per word bound = -3.095, relative change = 7.808e-05) 
## ..................................................................................................................
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## Completing Iteration 95 (approx. per word bound = -3.094, relative change = 1.221e-04) 
## Topic 1: onlf, file, hos, lotta, menkhaus 
##  Topic 2: ethiopian, claim, battlefield, success, govern 
##  Topic 3: africa, polit, aggreg, separ, bulletin 
##  Topic 4: troop, onlf, say, clash, dead 
##  Topic 5: ethiopia, claim, recent, ogaden, battl 
##  Topic 6: ethiopian, opposit, asmara, eritrean, broad 
##  Topic 7: kill, soldier, rebel, govern, claim 
##  Topic 8: ogaden, ethiopian, onlin, africa, rebel 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, group, sep, claim 
##  Topic 11: ethiopia, victori, claim, rebel, militari 
##  Topic 12: rebel, africa, ogaden, troop, attack 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, rebel, kill, attack, fight 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 96 (approx. per word bound = -3.094, relative change = 1.302e-04) 
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## Completing Iteration 97 (approx. per word bound = -3.093, relative change = 7.997e-05) 
## ..................................................................................................................
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## Completing Iteration 98 (approx. per word bound = -3.093, relative change = 7.408e-05) 
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## Completing Iteration 99 (approx. per word bound = -3.093, relative change = 1.027e-04) 
## ..................................................................................................................
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## Completing Iteration 100 (approx. per word bound = -3.092, relative change = 1.548e-04) 
## Topic 1: onlf, file, hos, lotta, menkhaus 
##  Topic 2: ethiopian, claim, battlefield, govern, success 
##  Topic 3: africa, polit, aggreg, separ, bulletin 
##  Topic 4: troop, onlf, say, clash, dead 
##  Topic 5: claim, ethiopia, recent, ogaden, battl 
##  Topic 6: ethiopian, opposit, asmara, eritrean, broad 
##  Topic 7: kill, soldier, rebel, govern, claim 
##  Topic 8: ogaden, ethiopian, onlin, africa, soldier 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, group, sep, claim 
##  Topic 11: ethiopia, victori, claim, rebel, militari 
##  Topic 12: rebel, africa, ogaden, troop, attack 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, rebel, kill, attack, govt 
## ..................................................................................................................
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## Completing Iteration 101 (approx. per word bound = -3.092, relative change = 1.607e-04) 
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## Completing Iteration 102 (approx. per word bound = -3.092, relative change = 8.507e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 103 (approx. per word bound = -3.092, relative change = 5.025e-05) 
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## Completed E-Step (0 seconds). 
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## Completing Iteration 104 (approx. per word bound = -3.091, relative change = 4.456e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 105 (approx. per word bound = -3.091, relative change = 4.291e-05) 
## Topic 1: onlf, file, hos, lotta, menkhaus 
##  Topic 2: ethiopian, govern, battlefield, claim, success 
##  Topic 3: africa, polit, aggreg, separ, bulletin 
##  Topic 4: troop, onlf, say, clash, dead 
##  Topic 5: claim, ethiopia, recent, ogaden, battl 
##  Topic 6: ethiopian, opposit, asmara, eritrean, broad 
##  Topic 7: kill, soldier, rebel, govern, claim 
##  Topic 8: ogaden, ethiopian, onlin, africa, kill 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, group, sep, claim 
##  Topic 11: ethiopia, victori, claim, rebel, militari 
##  Topic 12: rebel, africa, ogaden, troop, attack 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, rebel, kill, attack, govt 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 106 (approx. per word bound = -3.091, relative change = 4.322e-05) 
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## Completed E-Step (0 seconds). 
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## Completing Iteration 107 (approx. per word bound = -3.091, relative change = 4.290e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 108 (approx. per word bound = -3.091, relative change = 4.289e-05) 
## ..................................................................................................................
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## Completing Iteration 109 (approx. per word bound = -3.091, relative change = 4.388e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 110 (approx. per word bound = -3.091, relative change = 4.584e-05) 
## Topic 1: onlf, file, hos, lotta, menkhaus 
##  Topic 2: ethiopian, govern, battlefield, success, claim 
##  Topic 3: africa, polit, aggreg, separ, bulletin 
##  Topic 4: troop, onlf, say, clash, dead 
##  Topic 5: claim, ethiopia, recent, ogaden, battl 
##  Topic 6: ethiopian, opposit, asmara, eritrean, broad 
##  Topic 7: kill, soldier, rebel, govern, claim 
##  Topic 8: ogaden, ethiopian, onlin, africa, kill 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, group, sep, claim 
##  Topic 11: ethiopia, victori, claim, rebel, militari 
##  Topic 12: rebel, africa, ogaden, troop, attack 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, kill, rebel, attack, govt 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 111 (approx. per word bound = -3.090, relative change = 4.798e-05) 
## ..................................................................................................................
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## Completing Iteration 112 (approx. per word bound = -3.090, relative change = 4.954e-05) 
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## Completing Iteration 113 (approx. per word bound = -3.090, relative change = 5.291e-05) 
## ..................................................................................................................
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## Completing Iteration 114 (approx. per word bound = -3.090, relative change = 5.595e-05) 
## ..................................................................................................................
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## Completing Iteration 115 (approx. per word bound = -3.090, relative change = 6.024e-05) 
## Topic 1: onlf, file, hos, lotta, menkhaus 
##  Topic 2: ethiopian, govern, battlefield, success, claim 
##  Topic 3: africa, polit, aggreg, separ, bulletin 
##  Topic 4: troop, onlf, say, clash, dead 
##  Topic 5: claim, ethiopia, recent, ogaden, battl 
##  Topic 6: ethiopian, opposit, asmara, eritrean, broad 
##  Topic 7: kill, soldier, rebel, govern, claim 
##  Topic 8: ogaden, ethiopian, onlin, africa, kill 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, group, sep, claim 
##  Topic 11: ethiopia, victori, claim, rebel, militari 
##  Topic 12: rebel, africa, ogaden, troop, attack 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, kill, rebel, attack, govt 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 116 (approx. per word bound = -3.090, relative change = 6.764e-05) 
## ..................................................................................................................
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## Completing Iteration 117 (approx. per word bound = -3.089, relative change = 7.519e-05) 
## ..................................................................................................................
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## Completing Iteration 118 (approx. per word bound = -3.089, relative change = 7.747e-05) 
## ..................................................................................................................
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## Completing Iteration 119 (approx. per word bound = -3.089, relative change = 6.896e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 120 (approx. per word bound = -3.089, relative change = 5.609e-05) 
## Topic 1: onlf, file, hos, lotta, menkhaus 
##  Topic 2: ethiopian, govern, battlefield, success, front 
##  Topic 3: africa, polit, aggreg, separ, bulletin 
##  Topic 4: troop, onlf, say, clash, dead 
##  Topic 5: claim, ethiopia, recent, ogaden, battl 
##  Topic 6: ethiopian, opposit, asmara, eritrean, broad 
##  Topic 7: kill, soldier, rebel, govern, claim 
##  Topic 8: ogaden, ethiopian, onlin, africa, kill 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, group, claim, sep 
##  Topic 11: ethiopia, victori, claim, rebel, militari 
##  Topic 12: rebel, africa, ogaden, troop, attack 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, kill, rebel, attack, govt 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 121 (approx. per word bound = -3.089, relative change = 4.674e-05) 
## ..................................................................................................................
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## Completing Iteration 122 (approx. per word bound = -3.088, relative change = 4.611e-05) 
## ..................................................................................................................
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## Completing Iteration 123 (approx. per word bound = -3.088, relative change = 6.145e-05) 
## ..................................................................................................................
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## Completing Iteration 124 (approx. per word bound = -3.088, relative change = 1.011e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 125 (approx. per word bound = -3.087, relative change = 2.108e-04) 
## Topic 1: onlf, file, hos, lotta, menkhaus 
##  Topic 2: ethiopian, govern, battlefield, success, ogaden 
##  Topic 3: africa, polit, aggreg, separ, bulletin 
##  Topic 4: troop, onlf, say, clash, dead 
##  Topic 5: claim, ethiopia, recent, ogaden, battl 
##  Topic 6: ethiopian, opposit, asmara, eritrean, broad 
##  Topic 7: kill, soldier, rebel, govern, claim 
##  Topic 8: ogaden, ethiopian, onlin, africa, kill 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, group, claim, sep 
##  Topic 11: ethiopia, victori, claim, rebel, militari 
##  Topic 12: rebel, africa, troop, ogaden, attack 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, kill, rebel, attack, govt 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 126 (approx. per word bound = -3.087, relative change = 2.040e-04) 
## ..................................................................................................................
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## Completing Iteration 127 (approx. per word bound = -3.086, relative change = 1.398e-04) 
## ..................................................................................................................
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## Completing Iteration 128 (approx. per word bound = -3.086, relative change = 1.003e-04) 
## ..................................................................................................................
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## Completing Iteration 129 (approx. per word bound = -3.085, relative change = 1.875e-04) 
## ..................................................................................................................
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## Completed M-Step. 
## Completing Iteration 130 (approx. per word bound = -3.085, relative change = 1.359e-04) 
## Topic 1: onlf, file, hos, lotta, menkhaus 
##  Topic 2: ethiopian, govern, battlefield, success, ogaden 
##  Topic 3: africa, polit, aggreg, separ, bulletin 
##  Topic 4: troop, onlf, say, clash, dead 
##  Topic 5: claim, ethiopia, recent, ogaden, battl 
##  Topic 6: ethiopian, opposit, asmara, eritrean, broad 
##  Topic 7: kill, soldier, rebel, govern, claim 
##  Topic 8: ogaden, ethiopian, onlin, africa, kill 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, group, claim, sep 
##  Topic 11: ethiopia, victori, claim, rebel, militari 
##  Topic 12: rebel, africa, troop, ogaden, attack 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, kill, rebel, attack, govt 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 131 (approx. per word bound = -3.085, relative change = 5.685e-05) 
## ..................................................................................................................
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## Completing Iteration 132 (approx. per word bound = -3.085, relative change = 5.161e-05) 
## ..................................................................................................................
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## Completing Iteration 133 (approx. per word bound = -3.084, relative change = 5.429e-05) 
## ..................................................................................................................
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## Completing Iteration 134 (approx. per word bound = -3.084, relative change = 6.238e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 135 (approx. per word bound = -3.084, relative change = 6.587e-05) 
## Topic 1: onlf, file, hos, lotta, menkhaus 
##  Topic 2: ethiopian, govern, battlefield, success, ogaden 
##  Topic 3: africa, polit, aggreg, separ, bulletin 
##  Topic 4: troop, onlf, say, clash, dead 
##  Topic 5: claim, ethiopia, recent, ogaden, battl 
##  Topic 6: ethiopian, opposit, asmara, eritrean, broad 
##  Topic 7: kill, soldier, rebel, govern, claim 
##  Topic 8: ogaden, ethiopian, onlin, africa, kill 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, group, claim, sep 
##  Topic 11: ethiopia, victori, claim, rebel, militari 
##  Topic 12: rebel, africa, troop, ogaden, attack 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, kill, rebel, attack, govt 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 136 (approx. per word bound = -3.084, relative change = 4.575e-05) 
## ..................................................................................................................
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## Completing Iteration 137 (approx. per word bound = -3.084, relative change = 2.831e-05) 
## ..................................................................................................................
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## Completing Iteration 138 (approx. per word bound = -3.084, relative change = 1.995e-05) 
## ..................................................................................................................
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## Completing Iteration 139 (approx. per word bound = -3.084, relative change = 2.049e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 140 (approx. per word bound = -3.084, relative change = 2.263e-05) 
## Topic 1: onlf, file, hos, lotta, menkhaus 
##  Topic 2: ethiopian, govern, battlefield, success, ogaden 
##  Topic 3: africa, polit, aggreg, dozen, separ 
##  Topic 4: troop, onlf, say, clash, dead 
##  Topic 5: claim, ethiopia, recent, ogaden, battl 
##  Topic 6: ethiopian, opposit, asmara, eritrean, broad 
##  Topic 7: kill, soldier, rebel, govern, ogaden 
##  Topic 8: ogaden, ethiopian, onlin, africa, kill 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, group, claim, sep 
##  Topic 11: ethiopia, victori, claim, militari, rebel 
##  Topic 12: rebel, africa, troop, ogaden, attack 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, kill, rebel, attack, govt 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 141 (approx. per word bound = -3.084, relative change = 2.325e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 142 (approx. per word bound = -3.083, relative change = 2.434e-05) 
## ..................................................................................................................
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## Completed M-Step. 
## Completing Iteration 143 (approx. per word bound = -3.083, relative change = 2.562e-05) 
## ..................................................................................................................
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## Completed M-Step. 
## Completing Iteration 144 (approx. per word bound = -3.083, relative change = 2.711e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 145 (approx. per word bound = -3.083, relative change = 2.949e-05) 
## Topic 1: onlf, file, hos, lotta, menkhaus 
##  Topic 2: ethiopian, govern, battlefield, success, ogaden 
##  Topic 3: africa, polit, aggreg, dozen, separ 
##  Topic 4: troop, onlf, say, clash, dead 
##  Topic 5: claim, ethiopia, recent, ogaden, battl 
##  Topic 6: ethiopian, opposit, asmara, eritrean, apr 
##  Topic 7: kill, soldier, rebel, govern, ogaden 
##  Topic 8: ogaden, ethiopian, onlin, africa, kill 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, claim, group, sep 
##  Topic 11: ethiopia, victori, claim, militari, rebel 
##  Topic 12: rebel, africa, troop, ogaden, attack 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, kill, rebel, attack, govt 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 146 (approx. per word bound = -3.083, relative change = 3.250e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 147 (approx. per word bound = -3.083, relative change = 4.138e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 148 (approx. per word bound = -3.083, relative change = 5.497e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 149 (approx. per word bound = -3.083, relative change = 8.324e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 150 (approx. per word bound = -3.082, relative change = 8.872e-05) 
## Topic 1: onlf, file, hos, lotta, menkhaus 
##  Topic 2: ethiopian, govern, battlefield, success, ogaden 
##  Topic 3: africa, polit, aggreg, dozen, separ 
##  Topic 4: onlf, troop, say, clash, dead 
##  Topic 5: claim, ethiopia, recent, ogaden, battl 
##  Topic 6: ethiopian, opposit, asmara, eritrean, apr 
##  Topic 7: kill, soldier, rebel, govern, ogaden 
##  Topic 8: ogaden, ethiopian, onlin, africa, kill 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, claim, group, sep 
##  Topic 11: ethiopia, victori, claim, militari, rebel 
##  Topic 12: rebel, africa, troop, attack, ogaden 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, kill, rebel, attack, govt 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 151 (approx. per word bound = -3.082, relative change = 7.345e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 152 (approx. per word bound = -3.082, relative change = 6.553e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 153 (approx. per word bound = -3.082, relative change = 5.783e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 154 (approx. per word bound = -3.081, relative change = 4.915e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 155 (approx. per word bound = -3.081, relative change = 4.539e-05) 
## Topic 1: onlf, file, hos, lotta, menkhaus 
##  Topic 2: ethiopian, govern, battlefield, ogaden, success 
##  Topic 3: africa, polit, aggreg, dozen, separ 
##  Topic 4: onlf, troop, say, clash, dead 
##  Topic 5: claim, ethiopia, recent, ogaden, battl 
##  Topic 6: ethiopian, opposit, asmara, eritrean, apr 
##  Topic 7: kill, soldier, rebel, govern, ogaden 
##  Topic 8: ogaden, ethiopian, onlin, kill, africa 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, claim, group, rebel 
##  Topic 11: ethiopia, victori, claim, militari, rebel 
##  Topic 12: rebel, africa, troop, attack, ogaden 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, kill, rebel, attack, govt 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 156 (approx. per word bound = -3.081, relative change = 4.517e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 157 (approx. per word bound = -3.081, relative change = 5.130e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 158 (approx. per word bound = -3.081, relative change = 6.809e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 159 (approx. per word bound = -3.081, relative change = 9.278e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 160 (approx. per word bound = -3.080, relative change = 7.592e-05) 
## Topic 1: onlf, file, hos, lotta, menkhaus 
##  Topic 2: ethiopian, govern, ogaden, battlefield, success 
##  Topic 3: africa, polit, aggreg, dozen, separ 
##  Topic 4: onlf, troop, say, clash, dead 
##  Topic 5: claim, ethiopia, recent, ogaden, battl 
##  Topic 6: ethiopian, opposit, asmara, eritrean, apr 
##  Topic 7: kill, soldier, rebel, govern, ogaden 
##  Topic 8: ogaden, ethiopian, onlin, kill, soldier 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, claim, group, rebel 
##  Topic 11: ethiopia, victori, claim, militari, rebel 
##  Topic 12: rebel, africa, troop, attack, ogaden 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, kill, rebel, attack, govt 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 161 (approx. per word bound = -3.080, relative change = 4.181e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 162 (approx. per word bound = -3.080, relative change = 3.160e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 163 (approx. per word bound = -3.080, relative change = 2.876e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 164 (approx. per word bound = -3.080, relative change = 2.630e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 165 (approx. per word bound = -3.080, relative change = 2.458e-05) 
## Topic 1: onlf, file, hos, lotta, menkhaus 
##  Topic 2: ethiopian, ogaden, govern, battlefield, success 
##  Topic 3: africa, polit, aggreg, dozen, separ 
##  Topic 4: onlf, troop, say, clash, dead 
##  Topic 5: claim, ethiopia, ogaden, recent, battl 
##  Topic 6: ethiopian, opposit, asmara, eritrean, apr 
##  Topic 7: kill, soldier, rebel, govern, ogaden 
##  Topic 8: ogaden, ethiopian, onlin, kill, soldier 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, claim, group, rebel 
##  Topic 11: ethiopia, victori, claim, militari, rebel 
##  Topic 12: rebel, africa, troop, attack, ogaden 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, kill, rebel, attack, govt 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 166 (approx. per word bound = -3.080, relative change = 2.270e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 167 (approx. per word bound = -3.080, relative change = 2.155e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 168 (approx. per word bound = -3.080, relative change = 1.934e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 169 (approx. per word bound = -3.080, relative change = 1.859e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 170 (approx. per word bound = -3.080, relative change = 1.813e-05) 
## Topic 1: onlf, file, hos, lotta, menkhaus 
##  Topic 2: ethiopian, ogaden, govern, battlefield, success 
##  Topic 3: africa, polit, aggreg, dozen, separ 
##  Topic 4: onlf, troop, say, clash, dead 
##  Topic 5: claim, ethiopia, ogaden, recent, battl 
##  Topic 6: ethiopian, opposit, asmara, eritrean, apr 
##  Topic 7: kill, soldier, rebel, govern, ogaden 
##  Topic 8: ogaden, ethiopian, onlin, kill, soldier 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, claim, group, rebel 
##  Topic 11: ethiopia, victori, claim, militari, rebel 
##  Topic 12: rebel, africa, troop, attack, ogaden 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, kill, rebel, attack, govt 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 171 (approx. per word bound = -3.079, relative change = 1.589e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 172 (approx. per word bound = -3.079, relative change = 1.507e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 173 (approx. per word bound = -3.079, relative change = 1.360e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 174 (approx. per word bound = -3.079, relative change = 1.303e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 175 (approx. per word bound = -3.079, relative change = 1.079e-05) 
## Topic 1: onlf, file, hos, lotta, menkhaus 
##  Topic 2: ethiopian, ogaden, govern, battlefield, success 
##  Topic 3: africa, polit, aggreg, dozen, separ 
##  Topic 4: onlf, troop, say, clash, dead 
##  Topic 5: claim, ethiopia, ogaden, recent, battl 
##  Topic 6: ethiopian, opposit, asmara, eritrean, apr 
##  Topic 7: kill, soldier, rebel, govern, ogaden 
##  Topic 8: ogaden, ethiopian, onlin, kill, soldier 
##  Topic 9: --, ogaden, ethiopia, crime, onlf 
##  Topic 10: forc, govern, claim, group, rebel 
##  Topic 11: ethiopia, victori, claim, militari, rebel 
##  Topic 12: rebel, africa, troop, attack, ogaden 
##  Topic 13: freedom, ogadeni, peopl, somali, africa 
##  Topic 14: ethiopia, kill, rebel, attack, govt 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 176 (approx. per word bound = -3.079, relative change = 1.174e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 177 (approx. per word bound = -3.079, relative change = 1.008e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ...............
##   Recovering initialization...
##      ..
## Initialization complete.
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.248) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 2 (approx. per word bound = -3.853, relative change = 9.283e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -3.677, relative change = 4.581e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -3.526, relative change = 4.102e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ................
##   Recovering initialization...
##      ..
## Initialization complete.
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.026) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -3.709, relative change = 7.889e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      .................
##   Recovering initialization...
##      ..
## Initialization complete.
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.175) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -3.792, relative change = 9.181e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -3.616, relative change = 4.646e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -3.482, relative change = 3.700e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -3.421, relative change = 1.765e-02) 
## Topic 1: rebel, ethiopian, --, claim, ogaden 
##  Topic 2: govern, claim, africa, start, ethiomedia 
##  Topic 3: soldier, polit, onlin, apr, somali 
##  Topic 4: crime, ogaden, region, state, ethiopia 
##  Topic 5: kill, rebel, ogaden, claim, ethiopian 
##  Topic 6: aggreg, militarycommuniqu, rebel, claim, ogaden 
##  Topic 7: africa, jun, asia, claim, ogaden 
##  Topic 8: ethiopia, victori, rebel, communiqu, group 
##  Topic 9: africa, claim, dozen, troop, ogaden 
##  Topic 10: onlf, claim, troop, clash, -- 
##  Topic 11: militari, rebel, claim, ethiopia, loyalist 
##  Topic 12: sep, ethiopian, rebel, front, group 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, say, group, ogaden, fight 
##  Topic 15: forc, attack, ethiopia, recent, claim 
##  Topic 16: ogaden, battl, rebel, armi, casualti 
##  Topic 17: rebel, ethiopian, loss, forc, across 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -3.370, relative change = 1.479e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -3.331, relative change = 1.171e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -3.298, relative change = 9.748e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -3.272, relative change = 7.753e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -3.253, relative change = 5.908e-03) 
## Topic 1: --, ethiopian, rebel, ogaden, forc 
##  Topic 2: govern, claim, africa, start, ethiomedia 
##  Topic 3: polit, apr, soldier, eritrean, asmara 
##  Topic 4: ogaden, crime, region, state, ethiopia 
##  Topic 5: kill, rebel, soldier, ogaden, claim 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, svd 
##  Topic 7: africa, jun, kismaayo, rebel, opposit 
##  Topic 8: ethiopia, victori, rebel, claim, communiqu 
##  Topic 9: troop, claim, africa, dozen, win 
##  Topic 10: onlf, clash, --, menkhaus, battl 
##  Topic 11: militari, onlf, claim, loyalist, rebel 
##  Topic 12: sep, front, ethiopian, group, rebel 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, say, fight, opposit, group 
##  Topic 15: attack, ethiopia, recent, rebel, forc 
##  Topic 16: ogaden, onlin, battl, armi, rebel 
##  Topic 17: ethiopian, rebel, forc, loss, across 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -3.236, relative change = 5.411e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -3.221, relative change = 4.632e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -3.209, relative change = 3.734e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -3.198, relative change = 3.384e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -3.189, relative change = 2.592e-03) 
## Topic 1: --, ethiopian, rebel, ogaden, success 
##  Topic 2: govern, africa, claim, start, group 
##  Topic 3: polit, apr, soldier, eritrean, asmara 
##  Topic 4: crime, ogaden, region, state, somali 
##  Topic 5: kill, soldier, rebel, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, svd 
##  Topic 7: africa, jun, kismaayo, somali, text 
##  Topic 8: ethiopia, rebel, victori, claim, forc 
##  Topic 9: claim, troop, battl, rebel, africa 
##  Topic 10: onlf, clash, battl, --, troop 
##  Topic 11: militari, onlf, loyalist, file, hos 
##  Topic 12: sep, group, front, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, opposit, say, ethiopian, fight 
##  Topic 15: attack, ethiopia, recent, ogaden, rebel 
##  Topic 16: ogaden, onlin, armi, battl, ethiopian 
##  Topic 17: ethiopian, forc, rebel, loss, across 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -3.182, relative change = 2.164e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -3.177, relative change = 1.853e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -3.171, relative change = 1.857e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -3.165, relative change = 1.744e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -3.159, relative change = 1.922e-03) 
## Topic 1: --, ethiopian, rebel, ogaden, success 
##  Topic 2: govern, africa, claim, start, group 
##  Topic 3: polit, apr, eritrean, asmara, soldier 
##  Topic 4: crime, ogaden, region, state, somali 
##  Topic 5: kill, soldier, rebel, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, svd 
##  Topic 7: africa, kismaayo, jun, somali, text 
##  Topic 8: ethiopia, rebel, victori, claim, forc 
##  Topic 9: claim, battl, troop, ogaden, rebel 
##  Topic 10: onlf, clash, battl, --, recent 
##  Topic 11: militari, onlf, loyalist, communiqu, file 
##  Topic 12: sep, group, front, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, opposit, say, ethiopian, fight 
##  Topic 15: attack, ethiopia, ogaden, recent, rebel 
##  Topic 16: ogaden, onlin, armi, ethiopian, rebel 
##  Topic 17: ethiopian, forc, rebel, loss, across 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -3.154, relative change = 1.457e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -3.151, relative change = 1.218e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -3.147, relative change = 1.049e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -3.144, relative change = 9.080e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -3.142, relative change = 7.963e-04) 
## Topic 1: --, ethiopian, rebel, ogaden, success 
##  Topic 2: govern, africa, claim, start, group 
##  Topic 3: polit, apr, eritrean, asmara, separ 
##  Topic 4: crime, ogaden, region, state, ethiopia 
##  Topic 5: kill, soldier, rebel, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, svd 
##  Topic 7: africa, kismaayo, jun, text, somali 
##  Topic 8: ethiopia, rebel, claim, victori, forc 
##  Topic 9: claim, battl, troop, ogaden, rebel 
##  Topic 10: onlf, clash, battl, --, troop 
##  Topic 11: militari, onlf, communiqu, loyalist, file 
##  Topic 12: sep, group, front, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, opposit, say, ethiopian, fight 
##  Topic 15: attack, ethiopia, ogaden, recent, rebel 
##  Topic 16: ogaden, onlin, armi, ethiopian, rebel 
##  Topic 17: ethiopian, forc, loss, across, fierc 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -3.139, relative change = 7.921e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -3.137, relative change = 7.930e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -3.135, relative change = 6.658e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -3.133, relative change = 6.090e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -3.131, relative change = 5.821e-04) 
## Topic 1: --, ethiopian, rebel, ogaden, success 
##  Topic 2: govern, africa, claim, start, group 
##  Topic 3: polit, apr, eritrean, asmara, separ 
##  Topic 4: crime, ogaden, region, state, ethiopia 
##  Topic 5: kill, soldier, rebel, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, svd 
##  Topic 7: africa, kismaayo, jun, text, somali 
##  Topic 8: ethiopia, rebel, claim, victori, forc 
##  Topic 9: battl, claim, troop, ogaden, rebel 
##  Topic 10: onlf, clash, battl, --, troop 
##  Topic 11: militari, onlf, communiqu, loyalist, file 
##  Topic 12: sep, group, forc, front, liber 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, opposit, ethiopian, say, fight 
##  Topic 15: attack, ethiopia, ogaden, recent, rebel 
##  Topic 16: ogaden, onlin, armi, ethiopian, rebel 
##  Topic 17: ethiopian, forc, loss, across, fierc 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -3.129, relative change = 5.651e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -3.128, relative change = 5.662e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -3.125, relative change = 6.855e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -3.123, relative change = 8.978e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -3.120, relative change = 8.178e-04) 
## Topic 1: --, ethiopian, rebel, ogaden, africa 
##  Topic 2: govern, africa, claim, start, forc 
##  Topic 3: polit, apr, eritrean, asmara, separ 
##  Topic 4: crime, ogaden, region, state, ethiopia 
##  Topic 5: kill, soldier, rebel, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, svd 
##  Topic 7: africa, kismaayo, jun, text, somali 
##  Topic 8: rebel, ethiopia, claim, victori, forc 
##  Topic 9: ogaden, battl, troop, claim, rebel 
##  Topic 10: onlf, clash, battl, troop, -- 
##  Topic 11: militari, onlf, communiqu, loyalist, file 
##  Topic 12: sep, forc, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, ethiopian, opposit, say, fight 
##  Topic 15: attack, ethiopia, ogaden, recent, rebel 
##  Topic 16: ogaden, onlin, ethiopian, inflict, rebel 
##  Topic 17: ethiopian, forc, loss, soldier, across 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -3.118, relative change = 5.645e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -3.117, relative change = 4.880e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -3.115, relative change = 5.195e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -3.113, relative change = 5.885e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -3.112, relative change = 4.897e-04) 
## Topic 1: --, ethiopian, rebel, africa, ogaden 
##  Topic 2: govern, africa, claim, start, forc 
##  Topic 3: polit, apr, eritrean, asmara, separ 
##  Topic 4: crime, ogaden, region, state, ethiopia 
##  Topic 5: kill, soldier, rebel, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, svd 
##  Topic 7: africa, kismaayo, jun, text, somali 
##  Topic 8: rebel, ethiopia, claim, victori, forc 
##  Topic 9: ogaden, battl, troop, claim, rebel 
##  Topic 10: onlf, clash, battl, troop, -- 
##  Topic 11: militari, onlf, communiqu, loyalist, file 
##  Topic 12: sep, forc, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, ethiopian, opposit, say, fight 
##  Topic 15: attack, ethiopia, ogaden, recent, rebel 
##  Topic 16: ogaden, onlin, ethiopian, inflict, rebel 
##  Topic 17: ethiopian, soldier, loss, forc, onla 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -3.111, relative change = 4.066e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -3.109, relative change = 4.033e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -3.108, relative change = 3.946e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -3.107, relative change = 3.705e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -3.106, relative change = 3.340e-04) 
## Topic 1: --, ethiopian, rebel, africa, ogaden 
##  Topic 2: govern, africa, start, claim, forc 
##  Topic 3: polit, apr, eritrean, asmara, separ 
##  Topic 4: crime, ogaden, state, region, ethiopia 
##  Topic 5: kill, soldier, rebel, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, svd 
##  Topic 7: africa, kismaayo, jun, text, somali 
##  Topic 8: rebel, ethiopia, claim, victori, catalogu 
##  Topic 9: ogaden, battl, troop, claim, rebel 
##  Topic 10: onlf, clash, battl, troop, -- 
##  Topic 11: militari, onlf, communiqu, loyalist, file 
##  Topic 12: sep, forc, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, ethiopian, opposit, say, fight 
##  Topic 15: attack, ethiopia, ogaden, rebel, recent 
##  Topic 16: ogaden, onlin, ethiopian, inflict, rebel 
##  Topic 17: ethiopian, soldier, loss, forc, onla 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -3.105, relative change = 2.972e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -3.104, relative change = 2.701e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -3.103, relative change = 2.534e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -3.103, relative change = 2.239e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -3.102, relative change = 2.244e-04) 
## Topic 1: --, ethiopian, rebel, africa, success 
##  Topic 2: govern, africa, start, claim, forc 
##  Topic 3: polit, apr, eritrean, asmara, separ 
##  Topic 4: crime, ogaden, state, region, ethiopia 
##  Topic 5: kill, soldier, rebel, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, svd 
##  Topic 7: africa, kismaayo, jun, text, somali 
##  Topic 8: rebel, ethiopia, claim, victori, catalogu 
##  Topic 9: ogaden, battl, troop, claim, rebel 
##  Topic 10: onlf, clash, battl, troop, -- 
##  Topic 11: militari, onlf, communiqu, loyalist, file 
##  Topic 12: sep, forc, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, say, opposit, ethiopian, fight 
##  Topic 15: attack, ethiopia, ogaden, rebel, recent 
##  Topic 16: ogaden, onlin, ethiopian, africa, rebel 
##  Topic 17: ethiopian, forc, loss, soldier, onla 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -3.101, relative change = 2.863e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -3.100, relative change = 3.609e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -3.099, relative change = 3.225e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -3.098, relative change = 2.437e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -3.098, relative change = 2.075e-04) 
## Topic 1: --, ethiopian, rebel, africa, success 
##  Topic 2: govern, africa, start, claim, forc 
##  Topic 3: polit, apr, eritrean, asmara, separ 
##  Topic 4: crime, ogaden, state, region, ethiopia 
##  Topic 5: kill, soldier, rebel, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, kismaayo, jun, text, apr 
##  Topic 8: rebel, ethiopia, claim, victori, catalogu 
##  Topic 9: ogaden, battl, troop, claim, rebel 
##  Topic 10: onlf, clash, battl, troop, -- 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, say, opposit, ethiopian, fight 
##  Topic 15: attack, ethiopia, ogaden, rebel, recent 
##  Topic 16: ogaden, onlin, ethiopian, africa, rebel 
##  Topic 17: ethiopian, forc, loss, onla, barrack 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -3.097, relative change = 1.592e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 57 (approx. per word bound = -3.097, relative change = 1.516e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 58 (approx. per word bound = -3.096, relative change = 1.477e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 59 (approx. per word bound = -3.096, relative change = 1.674e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 60 (approx. per word bound = -3.095, relative change = 2.577e-04) 
## Topic 1: --, ethiopian, rebel, africa, success 
##  Topic 2: govern, africa, start, claim, forc 
##  Topic 3: polit, apr, eritrean, asmara, separ 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, soldier, rebel, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, kismaayo, jun, text, apr 
##  Topic 8: rebel, ethiopia, claim, victori, catalogu 
##  Topic 9: ogaden, battl, claim, troop, rebel 
##  Topic 10: onlf, clash, battl, troop, ogaden 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, say, opposit, ethiopian, fight 
##  Topic 15: attack, ethiopia, ogaden, rebel, recent 
##  Topic 16: ogaden, onlin, ethiopian, africa, soldier 
##  Topic 17: ethiopian, forc, loss, onla, barrack 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 61 (approx. per word bound = -3.094, relative change = 2.782e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 62 (approx. per word bound = -3.094, relative change = 1.085e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 63 (approx. per word bound = -3.093, relative change = 9.493e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 64 (approx. per word bound = -3.093, relative change = 9.011e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 65 (approx. per word bound = -3.093, relative change = 9.052e-05) 
## Topic 1: --, ethiopian, rebel, africa, success 
##  Topic 2: govern, africa, start, claim, forc 
##  Topic 3: polit, apr, eritrean, separ, asmara 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, soldier, rebel, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, kismaayo, jun, text, apr 
##  Topic 8: rebel, ethiopia, claim, victori, catalogu 
##  Topic 9: ogaden, battl, claim, troop, rebel 
##  Topic 10: onlf, clash, battl, ogaden, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, say, opposit, ethiopian, fight 
##  Topic 15: attack, ethiopia, ogaden, rebel, recent 
##  Topic 16: ogaden, onlin, ethiopian, africa, soldier 
##  Topic 17: ethiopian, forc, loss, onla, barrack 
## ..................................................................................................................
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## Completing Iteration 66 (approx. per word bound = -3.092, relative change = 9.806e-05) 
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## Completing Iteration 67 (approx. per word bound = -3.092, relative change = 1.131e-04) 
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## Completing Iteration 68 (approx. per word bound = -3.092, relative change = 1.526e-04) 
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## Completing Iteration 69 (approx. per word bound = -3.091, relative change = 1.723e-04) 
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## Completing Iteration 70 (approx. per word bound = -3.091, relative change = 1.871e-04) 
## Topic 1: --, ethiopian, rebel, africa, success 
##  Topic 2: govern, africa, start, claim, forc 
##  Topic 3: polit, apr, eritrean, separ, asmara 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, soldier, rebel, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, kismaayo, jun, text, apr 
##  Topic 8: rebel, ethiopia, claim, victori, catalogu 
##  Topic 9: ogaden, battl, claim, troop, rebel 
##  Topic 10: onlf, clash, battl, ogaden, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, say, opposit, ethiopian, fight 
##  Topic 15: attack, ethiopia, ogaden, rebel, recent 
##  Topic 16: ogaden, onlin, ethiopian, africa, soldier 
##  Topic 17: ethiopian, forc, loss, onla, barrack 
## ..................................................................................................................
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## Completing Iteration 71 (approx. per word bound = -3.090, relative change = 1.578e-04) 
## ..................................................................................................................
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## Completing Iteration 72 (approx. per word bound = -3.090, relative change = 1.299e-04) 
## ..................................................................................................................
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## Completing Iteration 73 (approx. per word bound = -3.089, relative change = 1.151e-04) 
## ..................................................................................................................
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## Completing Iteration 74 (approx. per word bound = -3.089, relative change = 1.230e-04) 
## ..................................................................................................................
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## Completing Iteration 75 (approx. per word bound = -3.089, relative change = 1.377e-04) 
## Topic 1: --, ethiopian, rebel, africa, success 
##  Topic 2: govern, africa, start, claim, forc 
##  Topic 3: polit, apr, eritrean, separ, dozen 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, soldier, rebel, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, kismaayo, jun, text, apr 
##  Topic 8: rebel, ethiopia, claim, victori, catalogu 
##  Topic 9: ogaden, battl, claim, troop, rebel 
##  Topic 10: onlf, clash, battl, ogaden, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, say, opposit, ethiopian, fight 
##  Topic 15: attack, ethiopia, ogaden, rebel, recent 
##  Topic 16: ogaden, onlin, africa, ethiopian, rebel 
##  Topic 17: ethiopian, forc, onla, barrack, overrun 
## ..................................................................................................................
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## Completing Iteration 76 (approx. per word bound = -3.088, relative change = 1.158e-04) 
## ..................................................................................................................
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## Completing Iteration 77 (approx. per word bound = -3.088, relative change = 5.891e-05) 
## ..................................................................................................................
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## Completing Iteration 78 (approx. per word bound = -3.088, relative change = 4.263e-05) 
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## Completing Iteration 79 (approx. per word bound = -3.088, relative change = 4.049e-05) 
## ..................................................................................................................
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## Completing Iteration 80 (approx. per word bound = -3.088, relative change = 3.508e-05) 
## Topic 1: --, ethiopian, rebel, africa, success 
##  Topic 2: govern, africa, start, claim, forc 
##  Topic 3: polit, apr, eritrean, dozen, separ 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, soldier, rebel, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, kismaayo, jun, text, apr 
##  Topic 8: rebel, ethiopia, claim, victori, catalogu 
##  Topic 9: ogaden, battl, claim, troop, rebel 
##  Topic 10: onlf, clash, battl, ogaden, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, say, opposit, ethiopian, africa 
##  Topic 15: attack, ethiopia, ogaden, recent, rebel 
##  Topic 16: ogaden, onlin, ethiopian, africa, rebel 
##  Topic 17: ethiopian, forc, onla, barrack, overrun 
## ..................................................................................................................
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## Completing Iteration 81 (approx. per word bound = -3.087, relative change = 3.304e-05) 
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## Completing Iteration 83 (approx. per word bound = -3.087, relative change = 3.076e-05) 
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## Completing Iteration 84 (approx. per word bound = -3.087, relative change = 2.951e-05) 
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## Completing Iteration 85 (approx. per word bound = -3.087, relative change = 2.996e-05) 
## Topic 1: --, rebel, ethiopian, africa, success 
##  Topic 2: govern, africa, start, claim, forc 
##  Topic 3: polit, apr, eritrean, dozen, separ 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, soldier, rebel, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, kismaayo, jun, text, apr 
##  Topic 8: rebel, ethiopia, claim, victori, catalogu 
##  Topic 9: ogaden, battl, claim, troop, rebel 
##  Topic 10: onlf, clash, battl, ogaden, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, opposit, say, ethiopian, africa 
##  Topic 15: attack, ethiopia, ogaden, recent, rebel 
##  Topic 16: ogaden, onlin, ethiopian, africa, rebel 
##  Topic 17: ethiopian, onla, barrack, overrun, forc 
## ..................................................................................................................
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## Completing Iteration 86 (approx. per word bound = -3.087, relative change = 3.024e-05) 
## ..................................................................................................................
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## Completing Iteration 87 (approx. per word bound = -3.087, relative change = 3.252e-05) 
## ..................................................................................................................
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## Completing Iteration 88 (approx. per word bound = -3.087, relative change = 3.367e-05) 
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## Completing Iteration 89 (approx. per word bound = -3.087, relative change = 3.631e-05) 
## ..................................................................................................................
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## Completing Iteration 90 (approx. per word bound = -3.087, relative change = 3.715e-05) 
## Topic 1: --, rebel, ethiopian, africa, success 
##  Topic 2: govern, africa, start, claim, forc 
##  Topic 3: polit, apr, eritrean, dozen, separ 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, soldier, rebel, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, kismaayo, jun, text, apr 
##  Topic 8: rebel, ethiopia, claim, victori, catalogu 
##  Topic 9: ogaden, battl, claim, troop, rebel 
##  Topic 10: onlf, clash, battl, ogaden, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, opposit, say, ethiopian, africa 
##  Topic 15: attack, ethiopia, ogaden, recent, rebel 
##  Topic 16: ogaden, onlin, ethiopian, africa, soldier 
##  Topic 17: ethiopian, onla, barrack, overrun, aar 
## ..................................................................................................................
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## Completing Iteration 91 (approx. per word bound = -3.086, relative change = 3.766e-05) 
## ..................................................................................................................
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## Completing Iteration 92 (approx. per word bound = -3.086, relative change = 3.411e-05) 
## ..................................................................................................................
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## Completing Iteration 93 (approx. per word bound = -3.086, relative change = 3.130e-05) 
## ..................................................................................................................
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## Completing Iteration 94 (approx. per word bound = -3.086, relative change = 2.874e-05) 
## ..................................................................................................................
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## Completing Iteration 95 (approx. per word bound = -3.086, relative change = 2.552e-05) 
## Topic 1: --, rebel, ethiopian, africa, success 
##  Topic 2: govern, africa, start, claim, forc 
##  Topic 3: polit, apr, dozen, separ, eritrean 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, soldier, rebel, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, kismaayo, jun, text, apr 
##  Topic 8: rebel, ethiopia, claim, victori, catalogu 
##  Topic 9: ogaden, battl, claim, troop, rebel 
##  Topic 10: onlf, clash, battl, ogaden, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, opposit, say, ethiopian, africa 
##  Topic 15: attack, ethiopia, ogaden, recent, rebel 
##  Topic 16: ogaden, onlin, ethiopian, africa, soldier 
##  Topic 17: ethiopian, onla, barrack, overrun, ogaden 
## ..................................................................................................................
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## Completing Iteration 96 (approx. per word bound = -3.086, relative change = 2.399e-05) 
## ..................................................................................................................
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## Completing Iteration 97 (approx. per word bound = -3.086, relative change = 2.228e-05) 
## ..................................................................................................................
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## Completing Iteration 98 (approx. per word bound = -3.086, relative change = 2.361e-05) 
## ..................................................................................................................
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## Completing Iteration 99 (approx. per word bound = -3.086, relative change = 2.579e-05) 
## ..................................................................................................................
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## Completing Iteration 100 (approx. per word bound = -3.086, relative change = 2.859e-05) 
## Topic 1: --, rebel, ethiopian, africa, success 
##  Topic 2: govern, africa, start, claim, forc 
##  Topic 3: polit, apr, dozen, separ, eritrean 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, soldier, rebel, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, kismaayo, jun, text, apr 
##  Topic 8: rebel, ethiopia, claim, victori, catalogu 
##  Topic 9: ogaden, battl, claim, troop, rebel 
##  Topic 10: onlf, clash, battl, ogaden, -- 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, opposit, say, ethiopian, africa 
##  Topic 15: attack, ethiopia, ogaden, recent, rebel 
##  Topic 16: ogaden, onlin, ethiopian, africa, rebel 
##  Topic 17: ethiopian, onla, barrack, overrun, ogaden 
## ..................................................................................................................
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## Completing Iteration 101 (approx. per word bound = -3.086, relative change = 3.469e-05) 
## ..................................................................................................................
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## Completing Iteration 102 (approx. per word bound = -3.085, relative change = 4.160e-05) 
## ..................................................................................................................
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## Completing Iteration 103 (approx. per word bound = -3.085, relative change = 5.223e-05) 
## ..................................................................................................................
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## Completing Iteration 104 (approx. per word bound = -3.085, relative change = 6.807e-05) 
## ..................................................................................................................
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## Completing Iteration 105 (approx. per word bound = -3.085, relative change = 8.541e-05) 
## Topic 1: --, rebel, ethiopian, africa, success 
##  Topic 2: govern, africa, start, claim, forc 
##  Topic 3: polit, apr, dozen, separ, shaebia 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, rebel, soldier, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, kismaayo, jun, text, apr 
##  Topic 8: rebel, ethiopia, claim, victori, catalogu 
##  Topic 9: ogaden, claim, battl, troop, rebel 
##  Topic 10: onlf, clash, battl, ogaden, -- 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, opposit, say, ethiopian, africa 
##  Topic 15: attack, ethiopia, ogaden, recent, rebel 
##  Topic 16: ogaden, onlin, ethiopian, africa, rebel 
##  Topic 17: ethiopian, onla, barrack, overrun, ogaden 
## ..................................................................................................................
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## Completed M-Step. 
## Completing Iteration 106 (approx. per word bound = -3.085, relative change = 1.042e-04) 
## ..................................................................................................................
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## Completing Iteration 107 (approx. per word bound = -3.084, relative change = 1.204e-04) 
## ..................................................................................................................
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## Completing Iteration 108 (approx. per word bound = -3.084, relative change = 1.397e-04) 
## ..................................................................................................................
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## Completing Iteration 109 (approx. per word bound = -3.083, relative change = 1.639e-04) 
## ..................................................................................................................
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## Completing Iteration 110 (approx. per word bound = -3.083, relative change = 1.773e-04) 
## Topic 1: --, rebel, ethiopian, africa, ogaden 
##  Topic 2: govern, africa, start, claim, forc 
##  Topic 3: polit, apr, dozen, separ, shaebia 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, rebel, soldier, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, kismaayo, text, jun, apr 
##  Topic 8: rebel, ethiopia, claim, victori, catalogu 
##  Topic 9: ogaden, claim, battl, troop, rebel 
##  Topic 10: onlf, clash, battl, ogaden, -- 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, opposit, say, ethiopian, africa 
##  Topic 15: attack, ethiopia, ogaden, recent, rebel 
##  Topic 16: ogaden, onlin, ethiopian, africa, rebel 
##  Topic 17: ethiopian, onla, ogaden, barrack, overrun 
## ..................................................................................................................
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## Completing Iteration 111 (approx. per word bound = -3.082, relative change = 1.616e-04) 
## ..................................................................................................................
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## Completing Iteration 112 (approx. per word bound = -3.082, relative change = 1.206e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 113 (approx. per word bound = -3.082, relative change = 7.870e-05) 
## ..................................................................................................................
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## Completing Iteration 114 (approx. per word bound = -3.081, relative change = 5.238e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 115 (approx. per word bound = -3.081, relative change = 3.590e-05) 
## Topic 1: --, rebel, ethiopian, africa, ogaden 
##  Topic 2: govern, africa, start, claim, forc 
##  Topic 3: polit, apr, dozen, separ, shaebia 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, rebel, soldier, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, kismaayo, text, jun, apr 
##  Topic 8: rebel, ethiopia, claim, victori, catalogu 
##  Topic 9: ogaden, claim, battl, rebel, troop 
##  Topic 10: onlf, clash, battl, ogaden, -- 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, opposit, say, ethiopian, africa 
##  Topic 15: attack, ethiopia, ogaden, recent, rebel 
##  Topic 16: ogaden, onlin, ethiopian, africa, rebel 
##  Topic 17: ethiopian, onla, ogaden, barrack, overrun 
## ..................................................................................................................
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## Completing Iteration 116 (approx. per word bound = -3.081, relative change = 2.708e-05) 
## ..................................................................................................................
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## Completing Iteration 117 (approx. per word bound = -3.081, relative change = 1.925e-05) 
## ..................................................................................................................
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## Completing Iteration 118 (approx. per word bound = -3.081, relative change = 1.636e-05) 
## ..................................................................................................................
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## Completing Iteration 119 (approx. per word bound = -3.081, relative change = 1.158e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 120 (approx. per word bound = -3.081, relative change = 1.183e-05) 
## Topic 1: --, rebel, ethiopian, africa, ogaden 
##  Topic 2: govern, africa, start, claim, forc 
##  Topic 3: polit, apr, dozen, separ, shaebia 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, rebel, soldier, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, kismaayo, text, apr, jun 
##  Topic 8: rebel, ethiopia, claim, victori, catalogu 
##  Topic 9: ogaden, claim, battl, rebel, ethiopia 
##  Topic 10: onlf, clash, battl, ogaden, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: forc, sep, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, opposit, say, ethiopian, africa 
##  Topic 15: attack, ethiopia, ogaden, recent, rebel 
##  Topic 16: ogaden, onlin, ethiopian, africa, rebel 
##  Topic 17: ethiopian, ogaden, onla, barrack, overrun 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 121 (approx. per word bound = -3.081, relative change = 1.019e-05) 
## ..................................................................................................................
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## Completing Iteration 122 (approx. per word bound = -3.081, relative change = 1.207e-05) 
## ..................................................................................................................
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## Completing Iteration 123 (approx. per word bound = -3.081, relative change = 1.890e-05) 
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## Completing Iteration 124 (approx. per word bound = -3.081, relative change = 2.706e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 125 (approx. per word bound = -3.081, relative change = 4.034e-05) 
## Topic 1: --, rebel, ethiopian, africa, ogaden 
##  Topic 2: govern, africa, start, claim, forc 
##  Topic 3: polit, apr, dozen, separ, shaebia 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, rebel, soldier, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, text, kismaayo, apr, jun 
##  Topic 8: rebel, ethiopia, claim, victori, catalogu 
##  Topic 9: ogaden, claim, battl, rebel, ethiopia 
##  Topic 10: onlf, clash, ogaden, battl, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: forc, sep, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, opposit, say, ethiopian, africa 
##  Topic 15: attack, ethiopia, ogaden, recent, rebel 
##  Topic 16: ogaden, onlin, ethiopian, africa, soldier 
##  Topic 17: ethiopian, ogaden, onla, barrack, overrun 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 126 (approx. per word bound = -3.081, relative change = 5.572e-05) 
## ..................................................................................................................
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## Completing Iteration 127 (approx. per word bound = -3.080, relative change = 7.195e-05) 
## ..................................................................................................................
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## Completing Iteration 128 (approx. per word bound = -3.080, relative change = 7.174e-05) 
## ..................................................................................................................
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## Completing Iteration 129 (approx. per word bound = -3.080, relative change = 5.310e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 130 (approx. per word bound = -3.080, relative change = 4.307e-05) 
## Topic 1: --, rebel, ethiopian, africa, ogaden 
##  Topic 2: govern, africa, start, claim, rebel 
##  Topic 3: polit, apr, dozen, separ, africa 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, rebel, soldier, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, text, kismaayo, apr, jun 
##  Topic 8: rebel, ethiopia, claim, victori, catalogu 
##  Topic 9: ogaden, claim, battl, rebel, ethiopia 
##  Topic 10: onlf, clash, ogaden, battl, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: forc, sep, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, opposit, say, ethiopian, africa 
##  Topic 15: attack, ethiopia, ogaden, recent, rebel 
##  Topic 16: ogaden, onlin, ethiopian, africa, soldier 
##  Topic 17: ethiopian, ogaden, onla, continu, barrack 
## ..................................................................................................................
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## Completing Iteration 131 (approx. per word bound = -3.080, relative change = 5.702e-05) 
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## Completing Iteration 132 (approx. per word bound = -3.079, relative change = 1.207e-04) 
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## Completing Iteration 135 (approx. per word bound = -3.078, relative change = 8.935e-05) 
## Topic 1: --, rebel, ethiopian, africa, ogaden 
##  Topic 2: govern, africa, start, claim, rebel 
##  Topic 3: polit, apr, dozen, separ, africa 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, rebel, soldier, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, text, apr, kismaayo, jun 
##  Topic 8: rebel, ethiopia, claim, victori, attack 
##  Topic 9: ogaden, claim, rebel, battl, ethiopia 
##  Topic 10: onlf, clash, ogaden, battl, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: forc, sep, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, opposit, say, ethiopian, africa 
##  Topic 15: attack, ethiopia, ogaden, recent, rebel 
##  Topic 16: ogaden, onlin, ethiopian, africa, soldier 
##  Topic 17: ethiopian, ogaden, onla, continu, barrack 
## ..................................................................................................................
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## Completing Iteration 136 (approx. per word bound = -3.078, relative change = 6.214e-05) 
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## Completing Iteration 140 (approx. per word bound = -3.077, relative change = 6.511e-05) 
## Topic 1: --, rebel, ethiopian, africa, ogaden 
##  Topic 2: govern, africa, start, claim, rebel 
##  Topic 3: polit, apr, africa, dozen, separ 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, rebel, soldier, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, text, apr, kismaayo, jun 
##  Topic 8: rebel, ethiopia, claim, victori, attack 
##  Topic 9: ogaden, claim, rebel, battl, ethiopia 
##  Topic 10: onlf, ogaden, clash, battl, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: forc, sep, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, opposit, say, ethiopian, group 
##  Topic 15: attack, ethiopia, recent, ogaden, rebel 
##  Topic 16: ogaden, onlin, ethiopian, africa, soldier 
##  Topic 17: ethiopian, ogaden, onla, continu, barrack 
## ..................................................................................................................
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## Completing Iteration 141 (approx. per word bound = -3.077, relative change = 7.344e-05) 
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## Completing Iteration 145 (approx. per word bound = -3.075, relative change = 7.253e-05) 
## Topic 1: --, rebel, ethiopian, africa, ogaden 
##  Topic 2: govern, africa, start, claim, rebel 
##  Topic 3: polit, africa, apr, dozen, separ 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, rebel, soldier, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, text, apr, kismaayo, jun 
##  Topic 8: rebel, ethiopia, victori, claim, attack 
##  Topic 9: ogaden, claim, rebel, battl, ethiopia 
##  Topic 10: onlf, ogaden, clash, battl, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: forc, sep, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, opposit, say, ethiopian, fight 
##  Topic 15: attack, ethiopia, recent, ogaden, somali 
##  Topic 16: ogaden, ethiopian, onlin, africa, soldier 
##  Topic 17: ethiopian, ogaden, onla, continu, barrack 
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## Completing Iteration 150 (approx. per word bound = -3.075, relative change = 4.931e-05) 
## Topic 1: --, ethiopian, rebel, africa, ogaden 
##  Topic 2: govern, africa, start, claim, rebel 
##  Topic 3: polit, africa, apr, dozen, separ 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, rebel, soldier, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, text, apr, kismaayo, jun 
##  Topic 8: rebel, ethiopia, victori, claim, attack 
##  Topic 9: ogaden, claim, rebel, battl, ethiopia 
##  Topic 10: onlf, ogaden, clash, battl, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, ethiopian, opposit, say, fight 
##  Topic 15: attack, ethiopia, somali, rebel, recent 
##  Topic 16: ogaden, ethiopian, onlin, africa, soldier 
##  Topic 17: ethiopian, ogaden, onla, continu, barrack 
## ..................................................................................................................
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## Completing Iteration 151 (approx. per word bound = -3.074, relative change = 4.926e-05) 
## ..................................................................................................................
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## Completing Iteration 152 (approx. per word bound = -3.074, relative change = 4.975e-05) 
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## Completing Iteration 155 (approx. per word bound = -3.074, relative change = 5.410e-05) 
## Topic 1: --, ethiopian, rebel, africa, ogaden 
##  Topic 2: govern, africa, start, claim, rebel 
##  Topic 3: polit, africa, apr, dozen, separ 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, rebel, soldier, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, text, apr, kismaayo, jun 
##  Topic 8: rebel, ethiopia, victori, claim, attack 
##  Topic 9: ogaden, claim, rebel, battl, ethiopia 
##  Topic 10: onlf, ogaden, clash, battl, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, ethiopian, opposit, say, fight 
##  Topic 15: attack, ethiopia, somali, rebel, recent 
##  Topic 16: ogaden, ethiopian, onlin, africa, soldier 
##  Topic 17: ethiopian, ogaden, continu, onla, barrack 
## ..................................................................................................................
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## Completing Iteration 156 (approx. per word bound = -3.074, relative change = 5.705e-05) 
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## Completing Iteration 157 (approx. per word bound = -3.073, relative change = 6.168e-05) 
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## Completing Iteration 158 (approx. per word bound = -3.073, relative change = 6.386e-05) 
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## Completing Iteration 159 (approx. per word bound = -3.073, relative change = 6.413e-05) 
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## Completing Iteration 160 (approx. per word bound = -3.073, relative change = 5.313e-05) 
## Topic 1: --, ethiopian, rebel, africa, battlefield 
##  Topic 2: govern, africa, claim, start, rebel 
##  Topic 3: polit, africa, apr, dozen, separ 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, rebel, soldier, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, text, apr, kismaayo, jun 
##  Topic 8: rebel, ethiopia, victori, claim, attack 
##  Topic 9: ogaden, claim, rebel, ethiopia, battl 
##  Topic 10: onlf, ogaden, clash, battl, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, ethiopian, opposit, say, fight 
##  Topic 15: attack, ethiopia, rebel, somali, recent 
##  Topic 16: ogaden, ethiopian, onlin, africa, soldier 
##  Topic 17: ethiopian, ogaden, continu, onla, barrack 
## ..................................................................................................................
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## Completing Iteration 161 (approx. per word bound = -3.073, relative change = 4.536e-05) 
## ..................................................................................................................
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## Completing Iteration 162 (approx. per word bound = -3.073, relative change = 4.042e-05) 
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## Completing Iteration 163 (approx. per word bound = -3.073, relative change = 4.098e-05) 
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## Completing Iteration 164 (approx. per word bound = -3.072, relative change = 3.968e-05) 
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## Completing Iteration 165 (approx. per word bound = -3.072, relative change = 3.816e-05) 
## Topic 1: --, ethiopian, rebel, africa, battlefield 
##  Topic 2: govern, africa, claim, rebel, start 
##  Topic 3: polit, africa, apr, dozen, separ 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, rebel, soldier, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, text, apr, kismaayo, jun 
##  Topic 8: rebel, ethiopia, victori, claim, attack 
##  Topic 9: ogaden, claim, rebel, ethiopia, battl 
##  Topic 10: onlf, ogaden, clash, battl, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, ethiopian, opposit, say, fight 
##  Topic 15: attack, ethiopia, rebel, somali, recent 
##  Topic 16: ogaden, ethiopian, onlin, africa, soldier 
##  Topic 17: ethiopian, ogaden, continu, onla, barrack 
## ..................................................................................................................
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## Completing Iteration 166 (approx. per word bound = -3.072, relative change = 3.678e-05) 
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## Completing Iteration 167 (approx. per word bound = -3.072, relative change = 3.580e-05) 
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## Completing Iteration 168 (approx. per word bound = -3.072, relative change = 3.550e-05) 
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## Completing Iteration 169 (approx. per word bound = -3.072, relative change = 3.347e-05) 
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## Completing Iteration 170 (approx. per word bound = -3.072, relative change = 3.345e-05) 
## Topic 1: --, ethiopian, rebel, africa, battlefield 
##  Topic 2: govern, africa, claim, rebel, forc 
##  Topic 3: polit, africa, apr, dozen, separ 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, rebel, soldier, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, svd 
##  Topic 7: africa, text, apr, kismaayo, jun 
##  Topic 8: rebel, ethiopia, victori, claim, attack 
##  Topic 9: ogaden, claim, rebel, ethiopia, battl 
##  Topic 10: onlf, ogaden, clash, battl, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, ethiopian, opposit, say, fight 
##  Topic 15: attack, ethiopia, rebel, somali, recent 
##  Topic 16: ogaden, ethiopian, onlin, africa, kill 
##  Topic 17: ethiopian, ogaden, continu, onla, barrack 
## ..................................................................................................................
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## Completing Iteration 171 (approx. per word bound = -3.072, relative change = 3.177e-05) 
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## Completing Iteration 172 (approx. per word bound = -3.072, relative change = 3.167e-05) 
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## Completing Iteration 173 (approx. per word bound = -3.071, relative change = 2.953e-05) 
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## Completing Iteration 174 (approx. per word bound = -3.071, relative change = 2.853e-05) 
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## Completing Iteration 175 (approx. per word bound = -3.071, relative change = 2.996e-05) 
## Topic 1: --, ethiopian, rebel, africa, battlefield 
##  Topic 2: govern, africa, claim, rebel, forc 
##  Topic 3: polit, africa, apr, dozen, separ 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, soldier, rebel, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, text, apr, kismaayo, jun 
##  Topic 8: rebel, ethiopia, victori, claim, attack 
##  Topic 9: ogaden, claim, rebel, ethiopia, battl 
##  Topic 10: onlf, ogaden, clash, battl, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, ethiopian, opposit, say, fight 
##  Topic 15: attack, ethiopia, rebel, somali, recent 
##  Topic 16: ogaden, ethiopian, onlin, africa, kill 
##  Topic 17: ethiopian, ogaden, continu, onla, barrack 
## ..................................................................................................................
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## Completing Iteration 176 (approx. per word bound = -3.071, relative change = 2.643e-05) 
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## Completing Iteration 177 (approx. per word bound = -3.071, relative change = 2.780e-05) 
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## Completing Iteration 178 (approx. per word bound = -3.071, relative change = 2.673e-05) 
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## Completing Iteration 179 (approx. per word bound = -3.071, relative change = 2.571e-05) 
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## Completing Iteration 180 (approx. per word bound = -3.071, relative change = 2.483e-05) 
## Topic 1: --, ethiopian, rebel, africa, battlefield 
##  Topic 2: govern, africa, claim, rebel, ogaden 
##  Topic 3: polit, africa, apr, dozen, separ 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, soldier, rebel, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, text, kismaayo, apr, jun 
##  Topic 8: rebel, ethiopia, victori, claim, attack 
##  Topic 9: ogaden, claim, rebel, ethiopia, battl 
##  Topic 10: onlf, ogaden, clash, battl, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, liber, nation 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, ethiopian, opposit, say, fight 
##  Topic 15: attack, ethiopia, rebel, somali, forc 
##  Topic 16: ogaden, ethiopian, onlin, africa, kill 
##  Topic 17: ethiopian, ogaden, continu, onla, barrack 
## ..................................................................................................................
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## Completing Iteration 181 (approx. per word bound = -3.071, relative change = 2.397e-05) 
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## Completing Iteration 182 (approx. per word bound = -3.071, relative change = 2.292e-05) 
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## Completing Iteration 183 (approx. per word bound = -3.071, relative change = 2.166e-05) 
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## Completing Iteration 184 (approx. per word bound = -3.071, relative change = 2.205e-05) 
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## Completing Iteration 185 (approx. per word bound = -3.071, relative change = 2.055e-05) 
## Topic 1: --, ethiopian, rebel, africa, battlefield 
##  Topic 2: govern, africa, claim, rebel, ogaden 
##  Topic 3: polit, africa, apr, dozen, separ 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, soldier, rebel, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, text, kismaayo, apr, jun 
##  Topic 8: rebel, ethiopia, victori, claim, attack 
##  Topic 9: ogaden, claim, rebel, ethiopia, battl 
##  Topic 10: onlf, ogaden, clash, battl, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, claim, liber 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, ethiopian, opposit, say, fight 
##  Topic 15: attack, ethiopia, rebel, somali, forc 
##  Topic 16: ogaden, ethiopian, onlin, africa, kill 
##  Topic 17: ogaden, ethiopian, continu, onla, barrack 
## ..................................................................................................................
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## Completing Iteration 186 (approx. per word bound = -3.070, relative change = 2.015e-05) 
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## Completing Iteration 187 (approx. per word bound = -3.070, relative change = 2.111e-05) 
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## Completing Iteration 188 (approx. per word bound = -3.070, relative change = 1.996e-05) 
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## Completing Iteration 189 (approx. per word bound = -3.070, relative change = 1.949e-05) 
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## Completing Iteration 190 (approx. per word bound = -3.070, relative change = 1.914e-05) 
## Topic 1: --, ethiopian, rebel, africa, battlefield 
##  Topic 2: govern, africa, claim, rebel, ogaden 
##  Topic 3: polit, africa, apr, dozen, separ 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, soldier, rebel, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, text, kismaayo, apr, jun 
##  Topic 8: rebel, ethiopia, victori, claim, attack 
##  Topic 9: ogaden, claim, rebel, ethiopia, battl 
##  Topic 10: onlf, ogaden, clash, battl, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, govern, claim 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, ethiopian, opposit, say, fight 
##  Topic 15: attack, ethiopia, rebel, somali, forc 
##  Topic 16: ogaden, ethiopian, onlin, africa, kill 
##  Topic 17: ogaden, ethiopian, continu, onla, barrack 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 191 (approx. per word bound = -3.070, relative change = 1.832e-05) 
## ..................................................................................................................
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## Completing Iteration 192 (approx. per word bound = -3.070, relative change = 1.981e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 193 (approx. per word bound = -3.070, relative change = 1.934e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 194 (approx. per word bound = -3.070, relative change = 2.063e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 195 (approx. per word bound = -3.070, relative change = 2.168e-05) 
## Topic 1: --, ethiopian, rebel, africa, battlefield 
##  Topic 2: govern, africa, claim, rebel, ogaden 
##  Topic 3: polit, africa, apr, dozen, separ 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, soldier, rebel, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, text, kismaayo, jun, apr 
##  Topic 8: rebel, ethiopia, victori, claim, attack 
##  Topic 9: ogaden, claim, rebel, ethiopia, battl 
##  Topic 10: onlf, ogaden, clash, battl, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, govern, claim 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, ethiopian, opposit, say, fight 
##  Topic 15: attack, ethiopia, rebel, forc, recent 
##  Topic 16: ogaden, ethiopian, onlin, africa, kill 
##  Topic 17: ogaden, ethiopian, continu, onla, barrack 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 196 (approx. per word bound = -3.070, relative change = 2.434e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 197 (approx. per word bound = -3.070, relative change = 2.722e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 198 (approx. per word bound = -3.070, relative change = 3.272e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 199 (approx. per word bound = -3.070, relative change = 3.983e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 200 (approx. per word bound = -3.069, relative change = 4.998e-05) 
## Topic 1: --, ethiopian, rebel, africa, battlefield 
##  Topic 2: govern, africa, claim, rebel, ogaden 
##  Topic 3: polit, africa, apr, dozen, separ 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, soldier, rebel, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, text, jun, kismaayo, apr 
##  Topic 8: rebel, ethiopia, victori, claim, attack 
##  Topic 9: ogaden, claim, rebel, ethiopia, battl 
##  Topic 10: onlf, ogaden, clash, battl, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, govern, claim 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, ethiopian, opposit, say, fight 
##  Topic 15: attack, ethiopia, rebel, forc, recent 
##  Topic 16: ogaden, ethiopian, onlin, africa, kill 
##  Topic 17: ogaden, ethiopian, continu, onla, barrack 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 201 (approx. per word bound = -3.069, relative change = 6.275e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 202 (approx. per word bound = -3.069, relative change = 7.007e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 203 (approx. per word bound = -3.069, relative change = 6.713e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 204 (approx. per word bound = -3.069, relative change = 6.435e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 205 (approx. per word bound = -3.068, relative change = 6.264e-05) 
## Topic 1: --, ethiopian, rebel, africa, battlefield 
##  Topic 2: govern, africa, claim, rebel, ogaden 
##  Topic 3: polit, africa, apr, say, dozen 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, soldier, rebel, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, svd 
##  Topic 7: africa, text, jun, kismaayo, apr 
##  Topic 8: rebel, ethiopia, victori, claim, attack 
##  Topic 9: ogaden, claim, rebel, ethiopia, battl 
##  Topic 10: onlf, ogaden, clash, battl, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, govern, claim 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: ethiopian, kill, opposit, fight, group 
##  Topic 15: attack, ethiopia, rebel, forc, recent 
##  Topic 16: ogaden, ethiopian, onlin, africa, kill 
##  Topic 17: ogaden, ethiopian, continu, onla, barrack 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 206 (approx. per word bound = -3.068, relative change = 7.372e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 207 (approx. per word bound = -3.068, relative change = 1.013e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 208 (approx. per word bound = -3.067, relative change = 1.543e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 209 (approx. per word bound = -3.066, relative change = 3.612e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 210 (approx. per word bound = -3.063, relative change = 9.198e-04) 
## Topic 1: --, ethiopian, rebel, africa, battlefield 
##  Topic 2: govern, africa, claim, rebel, ogaden 
##  Topic 3: polit, africa, say, dozen, separ 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, soldier, rebel, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, text, jun, kismaayo, apr 
##  Topic 8: rebel, ethiopia, victori, claim, attack 
##  Topic 9: ogaden, claim, rebel, ethiopia, battl 
##  Topic 10: ogaden, onlf, clash, battl, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, govern, claim 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: ethiopian, kill, opposit, group, fight 
##  Topic 15: attack, ethiopia, rebel, forc, recent 
##  Topic 16: ogaden, ethiopian, onlin, kill, africa 
##  Topic 17: ogaden, ethiopian, continu, onla, onlin 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 211 (approx. per word bound = -3.063, relative change = 1.894e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 212 (approx. per word bound = -3.063, relative change = 1.080e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 213 (approx. per word bound = -3.062, relative change = 7.734e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 214 (approx. per word bound = -3.062, relative change = 6.177e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 215 (approx. per word bound = -3.062, relative change = 5.704e-05) 
## Topic 1: --, ethiopian, rebel, africa, battlefield 
##  Topic 2: govern, africa, claim, rebel, ogaden 
##  Topic 3: polit, africa, say, dozen, separ 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, rebel, soldier, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, text, jun, kismaayo, apr 
##  Topic 8: rebel, ethiopia, victori, claim, attack 
##  Topic 9: ogaden, claim, rebel, ethiopia, battl 
##  Topic 10: onlf, ogaden, clash, battl, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, govern, claim 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, ethiopian, opposit, group, fight 
##  Topic 15: attack, ethiopia, rebel, forc, recent 
##  Topic 16: ogaden, ethiopian, onlin, kill, africa 
##  Topic 17: ogaden, onlin, continu, onla, barrack 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 216 (approx. per word bound = -3.062, relative change = 5.649e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 217 (approx. per word bound = -3.062, relative change = 3.111e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 218 (approx. per word bound = -3.062, relative change = 2.217e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 219 (approx. per word bound = -3.062, relative change = 1.800e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 220 (approx. per word bound = -3.061, relative change = 4.984e-05) 
## Topic 1: --, ethiopian, rebel, africa, battlefield 
##  Topic 2: govern, africa, claim, rebel, ogaden 
##  Topic 3: polit, africa, say, dozen, separ 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, soldier, rebel, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, asia 
##  Topic 7: africa, text, jun, kismaayo, apr 
##  Topic 8: rebel, ethiopia, victori, claim, attack 
##  Topic 9: ogaden, claim, rebel, battl, ethiopia 
##  Topic 10: ogaden, onlf, clash, battl, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, govern, claim 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, ethiopian, opposit, group, fight 
##  Topic 15: attack, ethiopia, rebel, forc, recent 
##  Topic 16: ogaden, ethiopian, onlin, kill, africa 
##  Topic 17: ogaden, onlin, continu, onla, barrack 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 221 (approx. per word bound = -3.061, relative change = 5.433e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 222 (approx. per word bound = -3.061, relative change = 7.675e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 223 (approx. per word bound = -3.061, relative change = 2.786e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 224 (approx. per word bound = -3.061, relative change = 3.189e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 225 (approx. per word bound = -3.061, relative change = 4.010e-05) 
## Topic 1: --, ethiopian, rebel, africa, battlefield 
##  Topic 2: govern, africa, claim, rebel, ogaden 
##  Topic 3: polit, africa, say, dozen, separ 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, rebel, soldier, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, bulletin, arb 
##  Topic 7: africa, text, jun, kismaayo, apr 
##  Topic 8: ethiopia, rebel, victori, claim, attack 
##  Topic 9: ogaden, claim, rebel, battl, ethiopia 
##  Topic 10: ogaden, onlf, clash, battl, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, govern, claim 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, ethiopian, opposit, group, fight 
##  Topic 15: attack, ethiopia, rebel, forc, recent 
##  Topic 16: ogaden, ethiopian, onlin, kill, africa 
##  Topic 17: ogaden, onlin, continu, onla, barrack 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 226 (approx. per word bound = -3.061, relative change = 3.067e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 227 (approx. per word bound = -3.061, relative change = 2.126e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 228 (approx. per word bound = -3.060, relative change = 1.797e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 229 (approx. per word bound = -3.060, relative change = 1.250e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 230 (approx. per word bound = -3.060, relative change = 1.170e-05) 
## Topic 1: --, ethiopian, rebel, africa, battlefield 
##  Topic 2: govern, africa, claim, rebel, ogaden 
##  Topic 3: polit, africa, say, dozen, separ 
##  Topic 4: crime, ogaden, state, ethiopia, region 
##  Topic 5: kill, rebel, soldier, claim, ogaden 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, bulletin, arb 
##  Topic 7: africa, text, jun, kismaayo, apr 
##  Topic 8: ethiopia, rebel, victori, claim, attack 
##  Topic 9: ogaden, claim, rebel, battl, ethiopia 
##  Topic 10: ogaden, onlf, clash, battl, troop 
##  Topic 11: militari, onlf, communiqu, file, hos 
##  Topic 12: sep, forc, group, govern, claim 
##  Topic 13: freedom, ogadeni, peopl, somali, jun 
##  Topic 14: kill, ethiopian, opposit, group, fight 
##  Topic 15: attack, ethiopia, rebel, forc, recent 
##  Topic 16: ogaden, ethiopian, onlin, kill, africa 
##  Topic 17: ogaden, onlin, continu, onla, barrack 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ..................
##   Recovering initialization...
##      ..
## Initialization complete.
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.661) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -3.895, relative change = 1.643e-01) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -3.649, relative change = 6.334e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ...................
##   Recovering initialization...
##      ..
## Initialization complete.
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.243) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -3.780, relative change = 1.090e-01) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -3.597, relative change = 4.840e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -3.498, relative change = 2.752e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -3.427, relative change = 2.049e-02) 
## Topic 1: ogaden, ababa, addi, kill, rebel 
##  Topic 2: claim, rebel, opposit, --, africa 
##  Topic 3: group, govern, polit, tigrinya, ogadeni 
##  Topic 4: ethiopia, rebel, ogaden, kill, discont 
##  Topic 5: ethiopia, ogaden, rebel, battl, claim 
##  Topic 6: aggreg, militarycommuniqu, rebel, ogaden, svd 
##  Topic 7: ethiopia, mass, kill, rebel, fight 
##  Topic 8: victori, claim, rebel, sep, communiqu 
##  Topic 9: rebel, say, ethiopia, clash, file 
##  Topic 10: onlf, menkhaus, irin, rebel, ogaden 
##  Topic 11: militari, onlf, ethiopia, rebel, armi 
##  Topic 12: govern, troop, ethiopian, rebel, win 
##  Topic 13: peopl, somali, jun, ogadeni, africa 
##  Topic 14: forc, rebel, ogaden, ethiopian, govern 
##  Topic 15: attack, ogaden, recent, ethiopia, crime 
##  Topic 16: kill, rebel, ogaden, ethiopian, govern 
##  Topic 17: ogaden, onlin, ethiopian, --, front 
##  Topic 18: africa, freedom, ogadeni, soldier, apr 
##  Topic 19: sep, rebel, ethiopia, ogadeni, shabeell 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -3.374, relative change = 1.539e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -3.334, relative change = 1.188e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -3.303, relative change = 9.346e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -3.274, relative change = 8.751e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -3.248, relative change = 7.904e-03) 
## Topic 1: ogaden, ababa, addi, africa, amhar 
##  Topic 2: claim, --, africa, rebel, opposit 
##  Topic 3: group, govern, polit, separ, politica 
##  Topic 4: ethiopia, rebel, kill, troop, onlf 
##  Topic 5: ethiopia, ogaden, claim, rebel, battl 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, svd, africa 
##  Topic 7: ethiopia, africa, kill, fight, region 
##  Topic 8: victori, claim, rebel, sep, communiqu 
##  Topic 9: say, rebel, clash, ethiopia, kill 
##  Topic 10: onlf, file, hos, lotta, menkhaus 
##  Topic 11: militari, ethiopia, armi, onlf, rebel 
##  Topic 12: troop, govern, ethiopian, rebel, win 
##  Topic 13: peopl, somali, ogadeni, jun, text 
##  Topic 14: forc, rebel, ethiopian, ogaden, govern 
##  Topic 15: attack, recent, ogaden, ethiopia, crime 
##  Topic 16: kill, soldier, rebel, ogaden, apr 
##  Topic 17: ogaden, onlin, ethiopian, front, soldier 
##  Topic 18: africa, freedom, ogadeni, apr, soldier 
##  Topic 19: rebel, sep, ethiopia, africa, shabeell 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -3.229, relative change = 5.760e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -3.214, relative change = 4.667e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -3.204, relative change = 3.178e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -3.196, relative change = 2.601e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -3.188, relative change = 2.357e-03) 
## Topic 1: ogaden, ababa, addi, amhar, africa 
##  Topic 2: africa, --, claim, rebel, opposit 
##  Topic 3: group, govern, polit, separ, politica 
##  Topic 4: ethiopia, rebel, kill, onlf, troop 
##  Topic 5: claim, ogaden, ethiopia, rebel, battl 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, svd, africa 
##  Topic 7: africa, ethiopia, kill, region, fight 
##  Topic 8: victori, claim, rebel, sep, ethiopia 
##  Topic 9: rebel, say, clash, ethiopia, ogaden 
##  Topic 10: onlf, file, hos, lotta, menkhaus 
##  Topic 11: militari, armi, ethiopia, onlf, rebel 
##  Topic 12: troop, govern, ethiopian, rebel, win 
##  Topic 13: peopl, somali, ogadeni, jun, sep 
##  Topic 14: forc, ethiopian, rebel, ogaden, govern 
##  Topic 15: attack, recent, ethiopia, ogaden, crime 
##  Topic 16: kill, soldier, rebel, apr, ethiopian 
##  Topic 17: ogaden, onlin, ethiopian, front, liber 
##  Topic 18: freedom, africa, ogadeni, apr, sep 
##  Topic 19: rebel, sep, africa, oil, shabeell 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -3.182, relative change = 1.880e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -3.177, relative change = 1.634e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -3.172, relative change = 1.443e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -3.168, relative change = 1.284e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -3.164, relative change = 1.167e-03) 
## Topic 1: ogaden, ababa, addi, africa, amhar 
##  Topic 2: --, africa, claim, rebel, opposit 
##  Topic 3: group, govern, polit, separ, politica 
##  Topic 4: ethiopia, kill, rebel, onlf, troop 
##  Topic 5: claim, ogaden, rebel, ethiopia, battl 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, svd, africa 
##  Topic 7: africa, ethiopia, kill, region, fight 
##  Topic 8: victori, claim, sep, rebel, ethiopia 
##  Topic 9: rebel, say, clash, ethiopia, ogaden 
##  Topic 10: onlf, file, hos, lotta, menkhaus 
##  Topic 11: militari, armi, onlf, rebel, casualti 
##  Topic 12: troop, govern, ethiopian, rebel, win 
##  Topic 13: peopl, somali, ogadeni, jun, sep 
##  Topic 14: forc, ethiopian, rebel, ogaden, govern 
##  Topic 15: attack, ethiopia, ogaden, recent, crime 
##  Topic 16: kill, soldier, rebel, apr, ethiopian 
##  Topic 17: ogaden, onlin, ethiopian, front, liber 
##  Topic 18: freedom, africa, ogadeni, apr, sep 
##  Topic 19: rebel, sep, africa, attack, oil 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -3.161, relative change = 1.121e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -3.157, relative change = 1.093e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -3.154, relative change = 1.012e-03) 
## ..................................................................................................................
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## Completing Iteration 24 (approx. per word bound = -3.151, relative change = 9.535e-04) 
## ..................................................................................................................
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## Completing Iteration 25 (approx. per word bound = -3.148, relative change = 9.237e-04) 
## Topic 1: ogaden, ababa, addi, africa, amhar 
##  Topic 2: --, africa, claim, rebel, opposit 
##  Topic 3: group, govern, polit, separ, politica 
##  Topic 4: ethiopia, kill, rebel, onlf, troop 
##  Topic 5: claim, ogaden, rebel, ethiopia, battl 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, svd, africa 
##  Topic 7: africa, ethiopia, kill, region, fight 
##  Topic 8: victori, claim, ethiopia, sep, rebel 
##  Topic 9: rebel, say, clash, ethiopia, ogaden 
##  Topic 10: onlf, file, hos, lotta, menkhaus 
##  Topic 11: militari, armi, onlf, rebel, casualti 
##  Topic 12: troop, govern, rebel, ethiopian, win 
##  Topic 13: peopl, somali, ogadeni, jun, sep 
##  Topic 14: ethiopian, forc, rebel, ogaden, govern 
##  Topic 15: attack, ethiopia, ogaden, recent, crime 
##  Topic 16: kill, soldier, rebel, apr, ethiopian 
##  Topic 17: ogaden, onlin, ethiopian, front, liber 
##  Topic 18: freedom, africa, ogadeni, apr, sep 
##  Topic 19: rebel, attack, sep, africa, oil 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 26 (approx. per word bound = -3.145, relative change = 9.215e-04) 
## ..................................................................................................................
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## Completing Iteration 27 (approx. per word bound = -3.143, relative change = 8.816e-04) 
## ..................................................................................................................
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## Completing Iteration 28 (approx. per word bound = -3.140, relative change = 7.947e-04) 
## ..................................................................................................................
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## Completing Iteration 29 (approx. per word bound = -3.138, relative change = 7.271e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 30 (approx. per word bound = -3.136, relative change = 6.825e-04) 
## Topic 1: ogaden, ababa, addi, africa, amhar 
##  Topic 2: --, africa, claim, rebel, opposit 
##  Topic 3: group, govern, polit, separ, africa 
##  Topic 4: ethiopia, kill, onlf, rebel, troop 
##  Topic 5: claim, ogaden, rebel, ethiopia, battl 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, svd, africa 
##  Topic 7: africa, ethiopia, kill, region, fight 
##  Topic 8: victori, claim, ethiopia, sep, rebel 
##  Topic 9: rebel, say, clash, ethiopia, ogaden 
##  Topic 10: onlf, file, hos, lotta, menkhaus 
##  Topic 11: militari, armi, rebel, onlf, communiqu 
##  Topic 12: troop, govern, rebel, ethiopian, win 
##  Topic 13: peopl, somali, ogadeni, jun, sep 
##  Topic 14: ethiopian, forc, rebel, ogaden, africa 
##  Topic 15: attack, ethiopia, ogaden, recent, crime 
##  Topic 16: kill, soldier, rebel, apr, ethiopian 
##  Topic 17: ogaden, onlin, ethiopian, front, liber 
##  Topic 18: freedom, africa, ogadeni, apr, sep 
##  Topic 19: rebel, attack, sep, africa, oil 
## ..................................................................................................................
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## Completing Iteration 31 (approx. per word bound = -3.134, relative change = 6.303e-04) 
## ..................................................................................................................
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## Completing Iteration 32 (approx. per word bound = -3.132, relative change = 5.685e-04) 
## ..................................................................................................................
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## Completing Iteration 33 (approx. per word bound = -3.130, relative change = 5.568e-04) 
## ..................................................................................................................
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## Completing Iteration 34 (approx. per word bound = -3.128, relative change = 5.626e-04) 
## ..................................................................................................................
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## Completing Iteration 35 (approx. per word bound = -3.127, relative change = 5.687e-04) 
## Topic 1: ogaden, ababa, addi, africa, amhar 
##  Topic 2: --, africa, claim, rebel, opposit 
##  Topic 3: group, govern, polit, africa, separ 
##  Topic 4: ethiopia, kill, onlf, troop, rebel 
##  Topic 5: claim, ogaden, rebel, ethiopia, battl 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, svd, africa 
##  Topic 7: africa, ethiopia, kill, region, fight 
##  Topic 8: victori, claim, ethiopia, sep, rebel 
##  Topic 9: rebel, say, clash, ethiopia, ogaden 
##  Topic 10: onlf, file, hos, lotta, menkhaus 
##  Topic 11: militari, armi, rebel, onlf, communiqu 
##  Topic 12: troop, govern, rebel, win, ethiopian 
##  Topic 13: peopl, somali, ogadeni, jun, sep 
##  Topic 14: ethiopian, africa, rebel, ogaden, forc 
##  Topic 15: attack, ethiopia, ogaden, recent, crime 
##  Topic 16: kill, soldier, rebel, apr, ethiopian 
##  Topic 17: ogaden, onlin, ethiopian, front, liber 
##  Topic 18: freedom, africa, ogadeni, apr, sep 
##  Topic 19: rebel, attack, ethiopian, sep, oil 
## ..................................................................................................................
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## Completing Iteration 36 (approx. per word bound = -3.125, relative change = 5.771e-04) 
## ..................................................................................................................
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## Completing Iteration 37 (approx. per word bound = -3.123, relative change = 6.058e-04) 
## ..................................................................................................................
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## Completing Iteration 38 (approx. per word bound = -3.121, relative change = 6.554e-04) 
## ..................................................................................................................
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## Completing Iteration 39 (approx. per word bound = -3.119, relative change = 6.822e-04) 
## ..................................................................................................................
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## Completing Iteration 40 (approx. per word bound = -3.117, relative change = 6.614e-04) 
## Topic 1: ogaden, ababa, addi, africa, amhar 
##  Topic 2: --, claim, rebel, africa, opposit 
##  Topic 3: group, govern, polit, africa, separ 
##  Topic 4: ethiopia, kill, onlf, troop, rebel 
##  Topic 5: claim, ogaden, rebel, ethiopia, battl 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, africa, svd 
##  Topic 7: africa, ethiopia, kill, region, fight 
##  Topic 8: claim, victori, ethiopia, sep, rebel 
##  Topic 9: rebel, say, clash, ethiopia, ogaden 
##  Topic 10: onlf, file, hos, lotta, menkhaus 
##  Topic 11: militari, rebel, armi, onlf, communiqu 
##  Topic 12: troop, govern, rebel, attack, win 
##  Topic 13: peopl, somali, ogadeni, jun, sep 
##  Topic 14: ethiopian, africa, rebel, ogaden, forc 
##  Topic 15: attack, ogaden, ethiopia, recent, crime 
##  Topic 16: kill, soldier, rebel, apr, ethiopian 
##  Topic 17: ogaden, onlin, ethiopian, front, soldier 
##  Topic 18: freedom, africa, ogadeni, apr, somali 
##  Topic 19: rebel, ethiopian, attack, somali, sep 
## ..................................................................................................................
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## Completing Iteration 41 (approx. per word bound = -3.115, relative change = 6.055e-04) 
## ..................................................................................................................
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## Completing Iteration 42 (approx. per word bound = -3.113, relative change = 5.878e-04) 
## ..................................................................................................................
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## Completing Iteration 43 (approx. per word bound = -3.111, relative change = 5.603e-04) 
## ..................................................................................................................
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## Completing Iteration 44 (approx. per word bound = -3.110, relative change = 4.524e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 45 (approx. per word bound = -3.109, relative change = 3.789e-04) 
## Topic 1: ogaden, ababa, addi, amhar, africa 
##  Topic 2: --, claim, rebel, africa, opposit 
##  Topic 3: govern, group, polit, africa, separ 
##  Topic 4: ethiopia, onlf, kill, troop, rebel 
##  Topic 5: claim, ogaden, rebel, ethiopia, battl 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, africa, svd 
##  Topic 7: africa, ethiopia, kill, region, fight 
##  Topic 8: claim, victori, ethiopia, sep, rebel 
##  Topic 9: rebel, say, clash, ethiopia, ogaden 
##  Topic 10: onlf, file, hos, lotta, menkhaus 
##  Topic 11: militari, rebel, armi, onlf, communiqu 
##  Topic 12: troop, govern, attack, rebel, win 
##  Topic 13: peopl, somali, ogadeni, jun, sep 
##  Topic 14: ethiopian, africa, rebel, ogaden, govern 
##  Topic 15: attack, ogaden, ethiopia, recent, crime 
##  Topic 16: kill, soldier, rebel, apr, ethiopian 
##  Topic 17: ogaden, onlin, ethiopian, front, soldier 
##  Topic 18: freedom, africa, ogadeni, apr, somali 
##  Topic 19: somali, rebel, ethiopian, sep, attack 
## ..................................................................................................................
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## Completing Iteration 46 (approx. per word bound = -3.108, relative change = 3.447e-04) 
## ..................................................................................................................
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## Completing Iteration 47 (approx. per word bound = -3.107, relative change = 2.948e-04) 
## ..................................................................................................................
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## Completing Iteration 48 (approx. per word bound = -3.106, relative change = 2.656e-04) 
## ..................................................................................................................
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## Completing Iteration 49 (approx. per word bound = -3.105, relative change = 3.093e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -3.103, relative change = 5.983e-04) 
## Topic 1: ogaden, ababa, addi, amhar, rebel 
##  Topic 2: --, claim, rebel, africa, opposit 
##  Topic 3: govern, group, africa, polit, separ 
##  Topic 4: ethiopia, onlf, kill, troop, rebel 
##  Topic 5: ogaden, claim, rebel, ethiopia, somali 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, svd, africa 
##  Topic 7: africa, ethiopia, kill, region, fight 
##  Topic 8: claim, victori, ethiopia, sep, rebel 
##  Topic 9: rebel, say, clash, ethiopia, ogaden 
##  Topic 10: onlf, file, hos, lotta, menkhaus 
##  Topic 11: militari, rebel, armi, onlf, communiqu 
##  Topic 12: troop, govern, attack, rebel, win 
##  Topic 13: peopl, somali, ogadeni, jun, sep 
##  Topic 14: ethiopian, africa, rebel, ogaden, govern 
##  Topic 15: attack, ogaden, recent, ethiopia, crime 
##  Topic 16: kill, soldier, rebel, apr, ethiopian 
##  Topic 17: ogaden, onlin, ethiopian, front, soldier 
##  Topic 18: freedom, ogadeni, africa, apr, somali 
##  Topic 19: somali, ethiopian, rebel, sep, attack 
## ..................................................................................................................
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## Completing Iteration 51 (approx. per word bound = -3.101, relative change = 5.116e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 52 (approx. per word bound = -3.101, relative change = 3.012e-04) 
## ..................................................................................................................
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## Completing Iteration 53 (approx. per word bound = -3.099, relative change = 5.087e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 54 (approx. per word bound = -3.097, relative change = 5.450e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -3.096, relative change = 2.735e-04) 
## Topic 1: ogaden, ababa, addi, amhar, rebel 
##  Topic 2: --, claim, rebel, africa, opposit 
##  Topic 3: govern, group, africa, polit, separ 
##  Topic 4: ethiopia, onlf, troop, kill, say 
##  Topic 5: ogaden, claim, rebel, ethiopia, somali 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, svd, africa 
##  Topic 7: africa, ethiopia, kill, region, fight 
##  Topic 8: claim, victori, ethiopia, sep, rebel 
##  Topic 9: rebel, say, ethiopia, clash, ogaden 
##  Topic 10: onlf, file, hos, lotta, menkhaus 
##  Topic 11: militari, rebel, armi, onlf, communiqu 
##  Topic 12: troop, govern, attack, rebel, win 
##  Topic 13: peopl, somali, ogadeni, jun, sep 
##  Topic 14: ethiopian, africa, rebel, ogaden, govern 
##  Topic 15: attack, ogaden, recent, ethiopia, crime 
##  Topic 16: kill, soldier, rebel, apr, ethiopian 
##  Topic 17: ogaden, onlin, ethiopian, front, soldier 
##  Topic 18: freedom, ogadeni, africa, apr, somali 
##  Topic 19: somali, ethiopian, rebel, sep, attack 
## ..................................................................................................................
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## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -3.096, relative change = 2.261e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 57 (approx. per word bound = -3.095, relative change = 2.104e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 58 (approx. per word bound = -3.094, relative change = 1.967e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 59 (approx. per word bound = -3.094, relative change = 1.952e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 60 (approx. per word bound = -3.093, relative change = 1.941e-04) 
## Topic 1: ogaden, ababa, addi, amhar, journalist 
##  Topic 2: --, claim, rebel, africa, opposit 
##  Topic 3: govern, africa, group, polit, separ 
##  Topic 4: ethiopia, onlf, troop, kill, say 
##  Topic 5: ogaden, claim, rebel, ethiopia, somali 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, svd, africa 
##  Topic 7: africa, ethiopia, kill, region, fight 
##  Topic 8: claim, victori, ethiopia, sep, rebel 
##  Topic 9: rebel, say, ethiopia, clash, ogaden 
##  Topic 10: onlf, file, hos, lotta, menkhaus 
##  Topic 11: militari, rebel, armi, onlf, communiqu 
##  Topic 12: troop, govern, attack, rebel, win 
##  Topic 13: peopl, somali, ogadeni, jun, sep 
##  Topic 14: ethiopian, africa, rebel, ogaden, govern 
##  Topic 15: attack, ogaden, recent, ethiopia, crime 
##  Topic 16: kill, soldier, rebel, apr, ethiopian 
##  Topic 17: ogaden, onlin, ethiopian, soldier, kill 
##  Topic 18: freedom, ogadeni, africa, apr, somali 
##  Topic 19: somali, ethiopian, rebel, sep, attack 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 61 (approx. per word bound = -3.093, relative change = 1.716e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 62 (approx. per word bound = -3.092, relative change = 1.569e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 63 (approx. per word bound = -3.092, relative change = 1.530e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 64 (approx. per word bound = -3.091, relative change = 1.553e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 65 (approx. per word bound = -3.091, relative change = 1.545e-04) 
## Topic 1: ogaden, ababa, addi, amhar, journalist 
##  Topic 2: --, claim, rebel, africa, opposit 
##  Topic 3: govern, africa, group, polit, separ 
##  Topic 4: ethiopia, onlf, troop, kill, say 
##  Topic 5: ogaden, claim, rebel, somali, ethiopia 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, svd, africa 
##  Topic 7: africa, ethiopia, kill, region, fight 
##  Topic 8: claim, victori, ethiopia, sep, rebel 
##  Topic 9: rebel, say, ethiopia, clash, ogaden 
##  Topic 10: onlf, file, hos, lotta, menkhaus 
##  Topic 11: militari, rebel, armi, onlf, communiqu 
##  Topic 12: troop, govern, attack, rebel, win 
##  Topic 13: peopl, somali, ogadeni, jun, sep 
##  Topic 14: ethiopian, africa, rebel, govern, ogaden 
##  Topic 15: attack, ogaden, recent, ethiopia, crime 
##  Topic 16: kill, soldier, rebel, apr, ethiopian 
##  Topic 17: ogaden, onlin, ethiopian, soldier, kill 
##  Topic 18: freedom, ogadeni, africa, apr, somali 
##  Topic 19: somali, ethiopian, rebel, sep, attack 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 66 (approx. per word bound = -3.090, relative change = 1.441e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 67 (approx. per word bound = -3.090, relative change = 1.389e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 68 (approx. per word bound = -3.090, relative change = 1.397e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 69 (approx. per word bound = -3.089, relative change = 1.511e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 70 (approx. per word bound = -3.088, relative change = 1.926e-04) 
## Topic 1: ogaden, ababa, addi, amhar, journalist 
##  Topic 2: --, claim, rebel, africa, opposit 
##  Topic 3: govern, africa, group, polit, separ 
##  Topic 4: ethiopia, onlf, troop, kill, say 
##  Topic 5: ogaden, claim, rebel, somali, ethiopia 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, svd, africa 
##  Topic 7: africa, ethiopia, kill, region, fight 
##  Topic 8: claim, victori, ethiopia, sep, rebel 
##  Topic 9: rebel, say, ethiopia, clash, ogaden 
##  Topic 10: onlf, file, hos, lotta, menkhaus 
##  Topic 11: militari, rebel, armi, onlf, communiqu 
##  Topic 12: troop, govern, attack, rebel, win 
##  Topic 13: peopl, somali, ogadeni, jun, sep 
##  Topic 14: africa, ethiopian, rebel, govern, ogaden 
##  Topic 15: attack, ogaden, recent, ethiopia, crime 
##  Topic 16: kill, soldier, rebel, apr, ethiopian 
##  Topic 17: ogaden, onlin, ethiopian, kill, soldier 
##  Topic 18: freedom, ogadeni, africa, apr, somali 
##  Topic 19: somali, ethiopian, rebel, sep, attack 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 71 (approx. per word bound = -3.088, relative change = 2.915e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 72 (approx. per word bound = -3.087, relative change = 2.407e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 73 (approx. per word bound = -3.086, relative change = 2.112e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 74 (approx. per word bound = -3.086, relative change = 1.705e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 75 (approx. per word bound = -3.085, relative change = 1.370e-04) 
## Topic 1: ogaden, ababa, addi, amhar, journalist 
##  Topic 2: --, claim, rebel, africa, ethiopian 
##  Topic 3: govern, africa, group, polit, dozen 
##  Topic 4: ethiopia, onlf, troop, kill, say 
##  Topic 5: ogaden, claim, rebel, somali, ethiopia 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, svd, africa 
##  Topic 7: africa, ethiopia, kill, region, fight 
##  Topic 8: claim, victori, ethiopia, sep, rebel 
##  Topic 9: rebel, say, ethiopia, clash, ogaden 
##  Topic 10: onlf, file, hos, lotta, battl 
##  Topic 11: militari, rebel, armi, onlf, communiqu 
##  Topic 12: troop, govern, attack, rebel, win 
##  Topic 13: peopl, somali, ogadeni, jun, sep 
##  Topic 14: africa, ethiopian, rebel, govern, ogaden 
##  Topic 15: attack, ogaden, recent, ethiopia, crime 
##  Topic 16: kill, soldier, rebel, apr, ethiopian 
##  Topic 17: ogaden, onlin, ethiopian, kill, soldier 
##  Topic 18: freedom, ogadeni, africa, apr, somali 
##  Topic 19: somali, ethiopian, rebel, sep, attack 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 76 (approx. per word bound = -3.085, relative change = 1.174e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 77 (approx. per word bound = -3.085, relative change = 1.078e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 78 (approx. per word bound = -3.084, relative change = 1.035e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 79 (approx. per word bound = -3.084, relative change = 1.004e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 80 (approx. per word bound = -3.084, relative change = 9.833e-05) 
## Topic 1: ogaden, ababa, addi, amhar, journalist 
##  Topic 2: --, claim, rebel, africa, ethiopian 
##  Topic 3: govern, africa, polit, group, dozen 
##  Topic 4: ethiopia, onlf, troop, kill, say 
##  Topic 5: ogaden, claim, rebel, somali, ethiopia 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, svd, africa 
##  Topic 7: africa, ethiopia, kill, region, fight 
##  Topic 8: claim, victori, ethiopia, sep, rebel 
##  Topic 9: rebel, say, ethiopia, clash, ogaden 
##  Topic 10: onlf, battl, file, hos, lotta 
##  Topic 11: militari, rebel, armi, onlf, communiqu 
##  Topic 12: troop, govern, attack, rebel, win 
##  Topic 13: peopl, somali, ogadeni, jun, sep 
##  Topic 14: africa, ethiopian, rebel, govern, ogaden 
##  Topic 15: attack, ogaden, recent, ethiopia, crime 
##  Topic 16: kill, soldier, rebel, apr, ethiopian 
##  Topic 17: ogaden, onlin, ethiopian, kill, soldier 
##  Topic 18: freedom, ogadeni, africa, apr, somali 
##  Topic 19: somali, ethiopian, rebel, sep, attack 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 81 (approx. per word bound = -3.083, relative change = 9.622e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 82 (approx. per word bound = -3.083, relative change = 9.511e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 83 (approx. per word bound = -3.083, relative change = 9.475e-05) 
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## Completing Iteration 84 (approx. per word bound = -3.082, relative change = 9.358e-05) 
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## Completing Iteration 85 (approx. per word bound = -3.082, relative change = 9.892e-05) 
## Topic 1: ogaden, ababa, addi, amhar, journalist 
##  Topic 2: --, claim, rebel, ethiopian, africa 
##  Topic 3: govern, africa, polit, group, dozen 
##  Topic 4: ethiopia, onlf, troop, kill, say 
##  Topic 5: ogaden, claim, rebel, somali, ethiopia 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, svd, africa 
##  Topic 7: africa, ethiopia, kill, region, fight 
##  Topic 8: claim, victori, ethiopia, sep, rebel 
##  Topic 9: rebel, say, ethiopia, clash, ogaden 
##  Topic 10: onlf, battl, file, hos, lotta 
##  Topic 11: militari, rebel, armi, onlf, communiqu 
##  Topic 12: troop, govern, attack, rebel, win 
##  Topic 13: peopl, somali, ogadeni, jun, sep 
##  Topic 14: africa, ethiopian, rebel, govern, ogaden 
##  Topic 15: attack, ogaden, recent, ethiopia, crime 
##  Topic 16: kill, soldier, rebel, apr, ethiopian 
##  Topic 17: ogaden, onlin, ethiopian, kill, soldier 
##  Topic 18: freedom, ogadeni, africa, apr, somali 
##  Topic 19: somali, ethiopian, rebel, sep, attack 
## ..................................................................................................................
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## Completing Iteration 86 (approx. per word bound = -3.082, relative change = 1.245e-04) 
## ..................................................................................................................
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## Completing Iteration 87 (approx. per word bound = -3.081, relative change = 1.476e-04) 
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## Completing Iteration 89 (approx. per word bound = -3.081, relative change = 8.733e-05) 
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## Completing Iteration 90 (approx. per word bound = -3.080, relative change = 8.560e-05) 
## Topic 1: ogaden, ababa, addi, amhar, journalist 
##  Topic 2: --, claim, rebel, ethiopian, opposit 
##  Topic 3: govern, africa, polit, group, dozen 
##  Topic 4: ethiopia, onlf, troop, kill, say 
##  Topic 5: ogaden, claim, rebel, somali, ethiopia 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, svd, arb 
##  Topic 7: africa, ethiopia, kill, region, fight 
##  Topic 8: claim, victori, ethiopia, sep, rebel 
##  Topic 9: rebel, say, ethiopia, clash, ogaden 
##  Topic 10: onlf, battl, file, hos, lotta 
##  Topic 11: militari, rebel, armi, onlf, communiqu 
##  Topic 12: troop, govern, attack, rebel, win 
##  Topic 13: peopl, somali, ogadeni, jun, sep 
##  Topic 14: africa, ethiopian, rebel, govern, ogaden 
##  Topic 15: attack, ogaden, recent, ethiopia, crime 
##  Topic 16: kill, soldier, rebel, apr, ethiopian 
##  Topic 17: ogaden, onlin, ethiopian, kill, soldier 
##  Topic 18: freedom, ogadeni, africa, apr, somali 
##  Topic 19: somali, ethiopian, rebel, sep, attack 
## ..................................................................................................................
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## Completing Iteration 91 (approx. per word bound = -3.080, relative change = 8.583e-05) 
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## Completing Iteration 93 (approx. per word bound = -3.080, relative change = 8.932e-05) 
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## Completing Iteration 94 (approx. per word bound = -3.079, relative change = 9.368e-05) 
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## Completing Iteration 95 (approx. per word bound = -3.079, relative change = 9.825e-05) 
## Topic 1: ogaden, ababa, addi, amhar, journalist 
##  Topic 2: --, claim, rebel, ethiopian, opposit 
##  Topic 3: govern, africa, polit, group, dozen 
##  Topic 4: ethiopia, onlf, troop, kill, say 
##  Topic 5: ogaden, claim, rebel, somali, ethiopia 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, svd, arb 
##  Topic 7: africa, kill, ethiopia, region, fight 
##  Topic 8: claim, victori, ethiopia, sep, rebel 
##  Topic 9: rebel, say, ethiopia, clash, ogaden 
##  Topic 10: onlf, battl, file, hos, lotta 
##  Topic 11: militari, rebel, armi, onlf, communiqu 
##  Topic 12: troop, govern, attack, rebel, win 
##  Topic 13: peopl, somali, ogadeni, jun, sep 
##  Topic 14: africa, ethiopian, rebel, govern, ogaden 
##  Topic 15: attack, ogaden, recent, ethiopia, crime 
##  Topic 16: kill, soldier, rebel, apr, ethiopian 
##  Topic 17: ogaden, onlin, ethiopian, kill, soldier 
##  Topic 18: freedom, ogadeni, africa, apr, somali 
##  Topic 19: somali, ethiopian, rebel, sep, attack 
## ..................................................................................................................
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## Completing Iteration 96 (approx. per word bound = -3.079, relative change = 1.088e-04) 
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## Completing Iteration 97 (approx. per word bound = -3.078, relative change = 1.268e-04) 
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## Completing Iteration 98 (approx. per word bound = -3.078, relative change = 1.624e-04) 
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## Completing Iteration 99 (approx. per word bound = -3.077, relative change = 1.943e-04) 
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## Completing Iteration 100 (approx. per word bound = -3.077, relative change = 1.614e-04) 
## Topic 1: ogaden, ababa, addi, amhar, journalist 
##  Topic 2: --, claim, rebel, ethiopian, opposit 
##  Topic 3: govern, africa, polit, group, dozen 
##  Topic 4: ethiopia, onlf, troop, kill, say 
##  Topic 5: ogaden, claim, rebel, somali, ethiopia 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, svd, arb 
##  Topic 7: africa, kill, ethiopia, region, fight 
##  Topic 8: claim, victori, sep, ethiopia, rebel 
##  Topic 9: rebel, ethiopia, clash, say, ogaden 
##  Topic 10: onlf, battl, file, hos, lotta 
##  Topic 11: militari, rebel, armi, onlf, communiqu 
##  Topic 12: troop, govern, attack, rebel, ethiopia 
##  Topic 13: peopl, somali, ogadeni, jun, sep 
##  Topic 14: africa, ethiopian, rebel, govern, ogaden 
##  Topic 15: attack, ogaden, recent, ethiopia, crime 
##  Topic 16: kill, soldier, rebel, apr, ethiopian 
##  Topic 17: ogaden, onlin, ethiopian, kill, soldier 
##  Topic 18: freedom, ogadeni, africa, apr, somali 
##  Topic 19: somali, ethiopian, rebel, sep, attack 
## ..................................................................................................................
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## Completing Iteration 101 (approx. per word bound = -3.076, relative change = 1.898e-04) 
## ..................................................................................................................
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## Completing Iteration 102 (approx. per word bound = -3.076, relative change = 8.700e-05) 
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## Completing Iteration 103 (approx. per word bound = -3.076, relative change = 4.437e-05) 
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## Completing Iteration 104 (approx. per word bound = -3.076, relative change = 5.873e-05) 
## ..................................................................................................................
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## Completing Iteration 105 (approx. per word bound = -3.075, relative change = 5.773e-05) 
## Topic 1: ogaden, ababa, addi, amhar, journalist 
##  Topic 2: --, claim, rebel, success, ethiopian 
##  Topic 3: africa, govern, polit, group, dozen 
##  Topic 4: ethiopia, onlf, troop, kill, say 
##  Topic 5: ogaden, claim, rebel, somali, ethiopia 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, svd 
##  Topic 7: africa, kill, ethiopia, region, fight 
##  Topic 8: claim, victori, sep, ethiopia, rebel 
##  Topic 9: rebel, ethiopia, clash, say, ogaden 
##  Topic 10: onlf, battl, file, hos, lotta 
##  Topic 11: militari, rebel, armi, onlf, communiqu 
##  Topic 12: troop, govern, attack, ethiopia, rebel 
##  Topic 13: peopl, somali, ogadeni, jun, sep 
##  Topic 14: africa, ethiopian, rebel, govern, ogaden 
##  Topic 15: attack, ogaden, recent, ethiopia, somali 
##  Topic 16: kill, soldier, rebel, apr, ethiopian 
##  Topic 17: ogaden, onlin, ethiopian, kill, soldier 
##  Topic 18: freedom, ogadeni, africa, apr, somali 
##  Topic 19: somali, ethiopian, rebel, sep, attack 
## ..................................................................................................................
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## Completing Iteration 106 (approx. per word bound = -3.075, relative change = 5.704e-05) 
## ..................................................................................................................
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## Completing Iteration 107 (approx. per word bound = -3.075, relative change = 6.794e-05) 
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## Completing Iteration 108 (approx. per word bound = -3.075, relative change = 9.609e-05) 
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## Completing Iteration 109 (approx. per word bound = -3.074, relative change = 1.183e-04) 
## ..................................................................................................................
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## Completing Iteration 110 (approx. per word bound = -3.074, relative change = 1.027e-04) 
## Topic 1: ogaden, ababa, addi, amhar, journalist 
##  Topic 2: --, claim, success, rebel, ethiopian 
##  Topic 3: africa, govern, polit, group, dozen 
##  Topic 4: ethiopia, onlf, troop, kill, say 
##  Topic 5: ogaden, claim, rebel, somali, ethiopia 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, svd 
##  Topic 7: africa, kill, ethiopia, region, fight 
##  Topic 8: claim, victori, sep, ethiopia, rebel 
##  Topic 9: rebel, ethiopia, clash, say, ogaden 
##  Topic 10: onlf, battl, file, hos, lotta 
##  Topic 11: militari, rebel, armi, onlf, communiqu 
##  Topic 12: troop, govern, attack, ethiopia, rebel 
##  Topic 13: peopl, somali, ogadeni, jun, sep 
##  Topic 14: africa, ethiopian, rebel, govern, ogaden 
##  Topic 15: attack, ogaden, recent, ethiopia, somali 
##  Topic 16: kill, soldier, rebel, apr, ethiopian 
##  Topic 17: ogaden, onlin, ethiopian, kill, soldier 
##  Topic 18: freedom, africa, ogadeni, apr, somali 
##  Topic 19: somali, ethiopian, rebel, sep, oil 
## ..................................................................................................................
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## Completing Iteration 111 (approx. per word bound = -3.074, relative change = 7.533e-05) 
## ..................................................................................................................
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## Completing Iteration 112 (approx. per word bound = -3.074, relative change = 6.744e-05) 
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## Completing Iteration 113 (approx. per word bound = -3.073, relative change = 6.390e-05) 
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## Completing Iteration 114 (approx. per word bound = -3.073, relative change = 6.349e-05) 
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## Completing Iteration 115 (approx. per word bound = -3.073, relative change = 6.256e-05) 
## Topic 1: ogaden, ababa, addi, amhar, journalist 
##  Topic 2: --, claim, success, rebel, ethiopian 
##  Topic 3: africa, govern, polit, group, dozen 
##  Topic 4: ethiopia, onlf, troop, kill, say 
##  Topic 5: ogaden, claim, rebel, somali, ethiopia 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, svd 
##  Topic 7: africa, kill, ethiopia, region, fight 
##  Topic 8: claim, victori, sep, ethiopia, rebel 
##  Topic 9: rebel, ethiopia, clash, say, ogaden 
##  Topic 10: onlf, battl, file, hos, lotta 
##  Topic 11: militari, rebel, armi, onlf, communiqu 
##  Topic 12: troop, govern, attack, ethiopia, rebel 
##  Topic 13: peopl, somali, ogadeni, jun, sep 
##  Topic 14: africa, rebel, ethiopian, govern, ogaden 
##  Topic 15: attack, ogaden, recent, ethiopia, somali 
##  Topic 16: kill, soldier, rebel, apr, ethiopian 
##  Topic 17: ogaden, onlin, ethiopian, kill, soldier 
##  Topic 18: freedom, africa, ogadeni, apr, somali 
##  Topic 19: somali, ethiopian, rebel, sep, oil 
## ..................................................................................................................
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## Completing Iteration 116 (approx. per word bound = -3.073, relative change = 6.544e-05) 
## ..................................................................................................................
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## Completing Iteration 117 (approx. per word bound = -3.073, relative change = 7.118e-05) 
## ..................................................................................................................
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## Completing Iteration 118 (approx. per word bound = -3.072, relative change = 9.013e-05) 
## ..................................................................................................................
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## Completing Iteration 119 (approx. per word bound = -3.072, relative change = 1.336e-04) 
## ..................................................................................................................
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## Completing Iteration 120 (approx. per word bound = -3.071, relative change = 2.030e-04) 
## Topic 1: ogaden, ababa, addi, amhar, journalist 
##  Topic 2: --, claim, success, rebel, ethiopian 
##  Topic 3: africa, govern, polit, group, dozen 
##  Topic 4: ethiopia, onlf, troop, kill, say 
##  Topic 5: ogaden, claim, rebel, somali, ethiopia 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, svd 
##  Topic 7: africa, kill, ethiopia, region, fight 
##  Topic 8: claim, victori, sep, ethiopia, rebel 
##  Topic 9: rebel, ethiopia, clash, say, ogaden 
##  Topic 10: onlf, battl, file, hos, lotta 
##  Topic 11: militari, rebel, armi, onlf, communiqu 
##  Topic 12: troop, govern, attack, ethiopia, rebel 
##  Topic 13: peopl, somali, ogadeni, jun, sep 
##  Topic 14: africa, rebel, ethiopian, govern, ogaden 
##  Topic 15: attack, ogaden, recent, ethiopia, somali 
##  Topic 16: kill, soldier, rebel, apr, ethiopian 
##  Topic 17: ogaden, onlin, ethiopian, kill, soldier 
##  Topic 18: freedom, africa, ogadeni, apr, somali 
##  Topic 19: somali, ethiopian, rebel, sep, oil 
## ..................................................................................................................
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## Completing Iteration 121 (approx. per word bound = -3.071, relative change = 1.941e-04) 
## ..................................................................................................................
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## Completing Iteration 122 (approx. per word bound = -3.070, relative change = 1.235e-04) 
## ..................................................................................................................
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## Completing Iteration 123 (approx. per word bound = -3.070, relative change = 9.056e-05) 
## ..................................................................................................................
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## Completing Iteration 124 (approx. per word bound = -3.070, relative change = 7.553e-05) 
## ..................................................................................................................
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## Completing Iteration 125 (approx. per word bound = -3.070, relative change = 6.577e-05) 
## Topic 1: ogaden, ababa, addi, amhar, journalist 
##  Topic 2: --, claim, success, battlefield, rebel 
##  Topic 3: africa, govern, polit, group, dozen 
##  Topic 4: ethiopia, onlf, troop, kill, say 
##  Topic 5: ogaden, claim, rebel, somali, ethiopia 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, svd 
##  Topic 7: africa, kill, ethiopia, region, fight 
##  Topic 8: claim, victori, sep, ethiopia, rebel 
##  Topic 9: rebel, ethiopia, clash, say, ogaden 
##  Topic 10: onlf, battl, file, hos, lotta 
##  Topic 11: militari, rebel, armi, onlf, ethiopia 
##  Topic 12: troop, govern, attack, ethiopia, rebel 
##  Topic 13: peopl, somali, ogadeni, jun, sep 
##  Topic 14: africa, rebel, ethiopian, govern, ogaden 
##  Topic 15: attack, ogaden, recent, ethiopia, somali 
##  Topic 16: kill, soldier, rebel, apr, ethiopian 
##  Topic 17: ogaden, onlin, ethiopian, kill, soldier 
##  Topic 18: freedom, africa, ogadeni, apr, somali 
##  Topic 19: somali, ethiopian, rebel, sep, oil 
## ..................................................................................................................
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## Completing Iteration 126 (approx. per word bound = -3.069, relative change = 6.165e-05) 
## ..................................................................................................................
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## Completing Iteration 127 (approx. per word bound = -3.069, relative change = 6.545e-05) 
## ..................................................................................................................
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## Completing Iteration 128 (approx. per word bound = -3.069, relative change = 7.346e-05) 
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## Completing Iteration 129 (approx. per word bound = -3.069, relative change = 8.922e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 130 (approx. per word bound = -3.068, relative change = 1.093e-04) 
## Topic 1: ogaden, ababa, addi, amhar, journalist 
##  Topic 2: --, claim, success, battlefield, rebel 
##  Topic 3: africa, govern, polit, group, dozen 
##  Topic 4: ethiopia, onlf, troop, kill, say 
##  Topic 5: ogaden, claim, rebel, somali, ethiopia 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, svd 
##  Topic 7: africa, kill, ethiopia, region, fight 
##  Topic 8: claim, victori, sep, ethiopia, group 
##  Topic 9: rebel, ethiopia, clash, say, ogaden 
##  Topic 10: onlf, battl, file, hos, lotta 
##  Topic 11: militari, rebel, armi, onlf, ethiopia 
##  Topic 12: troop, attack, govern, ethiopia, rebel 
##  Topic 13: peopl, somali, ogadeni, jun, sep 
##  Topic 14: africa, rebel, ethiopian, govern, ogaden 
##  Topic 15: attack, ogaden, recent, ethiopia, somali 
##  Topic 16: kill, soldier, rebel, apr, asmara 
##  Topic 17: ogaden, onlin, ethiopian, kill, soldier 
##  Topic 18: freedom, africa, ogadeni, apr, somali 
##  Topic 19: somali, ethiopian, rebel, sep, oil 
## ..................................................................................................................
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## Completing Iteration 131 (approx. per word bound = -3.068, relative change = 1.312e-04) 
## ..................................................................................................................
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## Completing Iteration 132 (approx. per word bound = -3.067, relative change = 1.447e-04) 
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## Completing Iteration 133 (approx. per word bound = -3.067, relative change = 1.386e-04) 
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## Completing Iteration 134 (approx. per word bound = -3.067, relative change = 1.165e-04) 
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## Completed E-Step (0 seconds). 
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## Completing Iteration 135 (approx. per word bound = -3.066, relative change = 9.460e-05) 
## Topic 1: ogaden, ababa, addi, amhar, journalist 
##  Topic 2: --, claim, success, battlefield, rebel 
##  Topic 3: africa, govern, polit, group, dozen 
##  Topic 4: ethiopia, troop, onlf, kill, say 
##  Topic 5: ogaden, claim, rebel, somali, ethiopia 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, svd 
##  Topic 7: africa, kill, ethiopia, region, fight 
##  Topic 8: claim, victori, sep, group, ethiopia 
##  Topic 9: rebel, ethiopia, clash, say, ogaden 
##  Topic 10: onlf, battl, file, hos, lotta 
##  Topic 11: militari, rebel, armi, ethiopia, onlf 
##  Topic 12: troop, attack, govern, ethiopia, rebel 
##  Topic 13: peopl, somali, ogadeni, jun, sep 
##  Topic 14: africa, rebel, ethiopian, govern, ogaden 
##  Topic 15: attack, ogaden, recent, ethiopia, somali 
##  Topic 16: kill, soldier, rebel, apr, asmara 
##  Topic 17: ogaden, onlin, ethiopian, kill, soldier 
##  Topic 18: freedom, africa, ogadeni, apr, somali 
##  Topic 19: somali, ethiopian, rebel, sep, oil 
## ..................................................................................................................
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## Completing Iteration 136 (approx. per word bound = -3.066, relative change = 7.801e-05) 
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## Completing Iteration 137 (approx. per word bound = -3.066, relative change = 6.948e-05) 
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## Completing Iteration 138 (approx. per word bound = -3.066, relative change = 6.605e-05) 
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## Completing Iteration 139 (approx. per word bound = -3.066, relative change = 6.462e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 140 (approx. per word bound = -3.065, relative change = 7.084e-05) 
## Topic 1: ogaden, ababa, addi, amhar, opposit 
##  Topic 2: --, claim, success, battlefield, rebel 
##  Topic 3: africa, govern, polit, group, separ 
##  Topic 4: ethiopia, troop, onlf, kill, say 
##  Topic 5: ogaden, claim, rebel, somali, ethiopia 
##  Topic 6: aggreg, militarycommuniqu, military_communique_october_, arb, svd 
##  Topic 7: africa, ethiopia, kill, region, fight 
##  Topic 8: claim, victori, sep, group, ethiopia 
##  Topic 9: rebel, ethiopia, clash, say, ogaden 
##  Topic 10: onlf, battl, file, hos, lotta 
##  Topic 11: militari, rebel, armi, ethiopia, onlf 
##  Topic 12: troop, attack, ethiopia, govern, rebel 
##  Topic 13: peopl, somali, ogadeni, jun, sep 
##  Topic 14: africa, rebel, ethiopian, govern, ogaden 
##  Topic 15: attack, ogaden, recent, ethiopia, somali 
##  Topic 16: kill, soldier, rebel, apr, asmara 
##  Topic 17: ogaden, onlin, ethiopian, kill, soldier 
##  Topic 18: freedom, africa, ogadeni, apr, somali 
##  Topic 19: somali, ethiopian, rebel, sep, oil 
## ..................................................................................................................
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## Completing Iteration 141 (approx. per word bound = -3.065, relative change = 7.705e-05) 
## ..................................................................................................................
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## Completing Iteration 142 (approx. per word bound = -3.065, relative change = 8.963e-05) 
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## Completing Iteration 143 (approx. per word bound = -3.064, relative change = 1.161e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 144 (approx. per word bound = -3.064, relative change = 6.505e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged 
## Beginning Spectral Initialization 
##   Calculating the gram matrix...
##   Finding anchor words...
##      ....................
##   Recovering initialization...
##      ..
## Initialization complete.
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 1 (approx. per word bound = -4.236) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 2 (approx. per word bound = -3.782, relative change = 1.071e-01) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 3 (approx. per word bound = -3.570, relative change = 5.595e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 4 (approx. per word bound = -3.454, relative change = 3.264e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 5 (approx. per word bound = -3.368, relative change = 2.478e-02) 
## Topic 1: crime, ethiopia, state, collect, punish 
##  Topic 2: --, africa, rebel, claim, ogaden 
##  Topic 3: onlin, polit, somali, heavi, politica 
##  Topic 4: ogaden, ababa, addi, amhar, journalist 
##  Topic 5: rebel, ethiopian, military_communique_october_, ogaden, africa 
##  Topic 6: aggreg, militarycommuniqu, svd, rebel, africa 
##  Topic 7: claim, dozen, rebel, ogaden, casualti 
##  Topic 8: claim, rebel, communiqu, onlf, troop 
##  Topic 9: govern, kill, soldier, rebel, group 
##  Topic 10: opposit, ethiopian, africa, kill, asmara 
##  Topic 11: militari, battlefield, govern, rebel, ethiopian 
##  Topic 12: ethiopia, victori, claim, attack, ogaden 
##  Topic 13: peopl, africa, jun, sep, ogadeni 
##  Topic 14: rebel, ethiopian, forc, ogaden, kill 
##  Topic 15: troop, onlf, front, attack, ogaden 
##  Topic 16: ogaden, onla, apr, bulletin, foreign 
##  Topic 17: africa, ogaden, battl, recent, ethiopian 
##  Topic 18: freedom, ogadeni, somali, africa, apr 
##  Topic 19: group, rebel, africa, sever, sep 
##  Topic 20: africa, ogaden, claim, rebel, ethiopian 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 6 (approx. per word bound = -3.319, relative change = 1.468e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 7 (approx. per word bound = -3.282, relative change = 1.097e-02) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 8 (approx. per word bound = -3.256, relative change = 8.171e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 9 (approx. per word bound = -3.236, relative change = 5.898e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 10 (approx. per word bound = -3.222, relative change = 4.566e-03) 
## Topic 1: crime, ethiopia, region, state, collect 
##  Topic 2: --, africa, rebel, claim, ogaden 
##  Topic 3: onlin, polit, heavi, somali, politica 
##  Topic 4: ogaden, ababa, addi, amhar, africa 
##  Topic 5: ethiopian, military_communique_october_, rebel, ogaden, ethiomedia 
##  Topic 6: aggreg, militarycommuniqu, svd, africa, rebel 
##  Topic 7: casualti, claim, rebel, dozen, ogaden 
##  Topic 8: rebel, claim, troop, onlf, communiqu 
##  Topic 9: kill, soldier, govern, rebel, claim 
##  Topic 10: opposit, ethiopian, africa, asmara, eritrean 
##  Topic 11: militari, govern, battlefield, success, rebel 
##  Topic 12: ethiopia, victori, claim, attack, ogaden 
##  Topic 13: peopl, africa, jun, ogadeni, somali 
##  Topic 14: ethiopian, rebel, forc, ogaden, claim 
##  Topic 15: onlf, troop, attack, ogaden, ethiopian 
##  Topic 16: onla, bulletin, foreign, warn, barrack 
##  Topic 17: ogaden, africa, battl, ethiopian, recent 
##  Topic 18: freedom, ogadeni, somali, africa, apr 
##  Topic 19: sep, group, rebel, africa, sever 
##  Topic 20: africa, rebel, ogaden, claim, govern 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 11 (approx. per word bound = -3.210, relative change = 3.704e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 12 (approx. per word bound = -3.200, relative change = 3.044e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 13 (approx. per word bound = -3.192, relative change = 2.559e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 14 (approx. per word bound = -3.184, relative change = 2.271e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 15 (approx. per word bound = -3.178, relative change = 2.136e-03) 
## Topic 1: crime, region, ethiopia, state, ogaden 
##  Topic 2: --, africa, rebel, claim, ogaden 
##  Topic 3: onlin, polit, heavi, politica, kismaayo 
##  Topic 4: ogaden, ababa, addi, amhar, africa 
##  Topic 5: military_communique_october_, ethiopian, africa, ethiomedia, buundada 
##  Topic 6: aggreg, militarycommuniqu, svd, africa, rebel 
##  Topic 7: armi, rebel, casualti, dozen, claim 
##  Topic 8: rebel, claim, troop, onlf, communiqu 
##  Topic 9: kill, soldier, govern, rebel, claim 
##  Topic 10: opposit, ethiopian, africa, asmara, eritrean 
##  Topic 11: militari, govern, success, battlefield, ethiopian 
##  Topic 12: ethiopia, victori, claim, attack, ogaden 
##  Topic 13: peopl, africa, jun, somali, ogadeni 
##  Topic 14: ethiopian, forc, rebel, ogaden, claim 
##  Topic 15: onlf, troop, attack, ethiopian, ogaden 
##  Topic 16: onla, bulletin, foreign, warn, barrack 
##  Topic 17: ogaden, africa, battl, ethiopian, recent 
##  Topic 18: freedom, ogadeni, somali, africa, apr 
##  Topic 19: sep, group, rebel, sever, claim 
##  Topic 20: africa, rebel, ogaden, claim, govern 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 16 (approx. per word bound = -3.172, relative change = 1.690e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 17 (approx. per word bound = -3.167, relative change = 1.540e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 18 (approx. per word bound = -3.163, relative change = 1.472e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 19 (approx. per word bound = -3.158, relative change = 1.368e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 20 (approx. per word bound = -3.154, relative change = 1.284e-03) 
## Topic 1: crime, region, ethiopia, state, ogaden 
##  Topic 2: --, africa, rebel, ogaden, claim 
##  Topic 3: onlin, polit, africa, heavi, politica 
##  Topic 4: ababa, addi, ogaden, amhar, africa 
##  Topic 5: military_communique_october_, ethiopian, africa, ethiomedia, buundada 
##  Topic 6: aggreg, militarycommuniqu, svd, africa, combin 
##  Topic 7: armi, rebel, casualti, dozen, ogaden 
##  Topic 8: rebel, claim, troop, onlf, communiqu 
##  Topic 9: kill, soldier, govern, rebel, claim 
##  Topic 10: opposit, ethiopian, africa, asmara, eritrean 
##  Topic 11: militari, success, battlefield, govern, ethiopian 
##  Topic 12: ethiopia, victori, claim, attack, ogaden 
##  Topic 13: peopl, africa, jun, somali, sep 
##  Topic 14: ethiopian, forc, rebel, ogaden, claim 
##  Topic 15: onlf, attack, troop, ogaden, ethiopian 
##  Topic 16: onla, onlin, bulletin, foreign, warn 
##  Topic 17: ogaden, africa, battl, ethiopian, recent 
##  Topic 18: freedom, ogadeni, somali, apr, africa 
##  Topic 19: sep, group, rebel, sever, claim 
##  Topic 20: africa, rebel, ogaden, govern, claim 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 21 (approx. per word bound = -3.151, relative change = 1.166e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 22 (approx. per word bound = -3.147, relative change = 1.203e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 23 (approx. per word bound = -3.143, relative change = 1.220e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 24 (approx. per word bound = -3.139, relative change = 1.198e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 25 (approx. per word bound = -3.136, relative change = 1.069e-03) 
## Topic 1: crime, region, ethiopia, state, ogaden 
##  Topic 2: --, africa, rebel, ogaden, claim 
##  Topic 3: onlin, polit, africa, politica, kismaayo 
##  Topic 4: ababa, addi, ogaden, amhar, africa 
##  Topic 5: military_communique_october_, africa, ethiopian, ethiomedia, ogaden 
##  Topic 6: aggreg, militarycommuniqu, svd, africa, combin 
##  Topic 7: armi, rebel, battl, casualti, ogaden 
##  Topic 8: rebel, claim, troop, onlf, communiqu 
##  Topic 9: kill, soldier, rebel, govern, claim 
##  Topic 10: opposit, ethiopian, africa, asmara, eritrean 
##  Topic 11: militari, success, battlefield, govern, ethiopian 
##  Topic 12: ethiopia, victori, claim, attack, somali 
##  Topic 13: peopl, africa, jun, somali, sep 
##  Topic 14: ethiopian, forc, rebel, ogaden, govern 
##  Topic 15: onlf, attack, troop, score, ogaden 
##  Topic 16: onlin, onla, militari, africa, barrack 
##  Topic 17: ogaden, africa, ethiopian, battl, recent 
##  Topic 18: freedom, ogadeni, somali, apr, africa 
##  Topic 19: sep, group, rebel, govern, sever 
##  Topic 20: africa, rebel, ogaden, captur, govern 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 26 (approx. per word bound = -3.133, relative change = 9.145e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 27 (approx. per word bound = -3.130, relative change = 8.076e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 28 (approx. per word bound = -3.128, relative change = 7.507e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 29 (approx. per word bound = -3.126, relative change = 7.472e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 30 (approx. per word bound = -3.123, relative change = 7.678e-04) 
## Topic 1: crime, ethiopia, region, state, ogaden 
##  Topic 2: --, africa, rebel, ogaden, claim 
##  Topic 3: africa, polit, onlin, politica, kismaayo 
##  Topic 4: ababa, addi, ogaden, amhar, africa 
##  Topic 5: military_communique_october_, africa, ethiopian, ethiomedia, ogaden 
##  Topic 6: aggreg, militarycommuniqu, svd, africa, arb 
##  Topic 7: armi, rebel, battl, ogaden, casualti 
##  Topic 8: rebel, claim, troop, onlf, communiqu 
##  Topic 9: kill, soldier, rebel, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: militari, success, battlefield, govern, ethiopian 
##  Topic 12: ethiopia, victori, claim, attack, somali 
##  Topic 13: peopl, africa, jun, somali, sep 
##  Topic 14: forc, ethiopian, rebel, govern, claim 
##  Topic 15: onlf, attack, troop, score, clash 
##  Topic 16: onlin, onla, militari, africa, ogaden 
##  Topic 17: ogaden, ethiopian, africa, battl, recent 
##  Topic 18: freedom, ogadeni, somali, apr, africa 
##  Topic 19: sep, group, rebel, sever, govern 
##  Topic 20: africa, rebel, ogaden, captur, break 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 31 (approx. per word bound = -3.121, relative change = 8.417e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 32 (approx. per word bound = -3.118, relative change = 9.029e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 33 (approx. per word bound = -3.115, relative change = 9.382e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 34 (approx. per word bound = -3.112, relative change = 8.688e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 35 (approx. per word bound = -3.110, relative change = 8.633e-04) 
## Topic 1: crime, ethiopia, state, region, ogaden 
##  Topic 2: --, africa, rebel, ogaden, ethiopian 
##  Topic 3: africa, polit, onlin, politica, kismaayo 
##  Topic 4: ababa, addi, ogaden, amhar, kill 
##  Topic 5: military_communique_october_, ethiopian, africa, ethiomedia, ogaden 
##  Topic 6: aggreg, militarycommuniqu, arb, svd, africa 
##  Topic 7: armi, rebel, battl, ogaden, recent 
##  Topic 8: rebel, claim, troop, onlf, communiqu 
##  Topic 9: kill, soldier, rebel, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: militari, success, battlefield, govern, ethiopian 
##  Topic 12: ethiopia, victori, claim, attack, somali 
##  Topic 13: peopl, africa, jun, somali, sep 
##  Topic 14: forc, rebel, ethiopian, govern, claim 
##  Topic 15: onlf, attack, troop, score, clash 
##  Topic 16: onlin, onla, militari, africa, ogaden 
##  Topic 17: ogaden, ethiopian, onlin, africa, battl 
##  Topic 18: freedom, ogadeni, somali, apr, africa 
##  Topic 19: sep, group, rebel, sever, victori 
##  Topic 20: africa, rebel, captur, break, free 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 36 (approx. per word bound = -3.107, relative change = 7.917e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 37 (approx. per word bound = -3.105, relative change = 7.256e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 38 (approx. per word bound = -3.103, relative change = 6.866e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 39 (approx. per word bound = -3.101, relative change = 6.528e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 40 (approx. per word bound = -3.099, relative change = 6.440e-04) 
## Topic 1: crime, ethiopia, state, ogaden, region 
##  Topic 2: --, africa, rebel, ogaden, ethiopian 
##  Topic 3: africa, polit, onlin, politica, kismaayo 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: military_communique_october_, ethiopian, ethiomedia, africa, ogaden 
##  Topic 6: aggreg, militarycommuniqu, arb, svd, africa 
##  Topic 7: rebel, ogaden, armi, battl, recent 
##  Topic 8: rebel, claim, troop, onlf, communiqu 
##  Topic 9: kill, soldier, rebel, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: militari, success, battlefield, govern, ethiopian 
##  Topic 12: ethiopia, claim, attack, victori, ogaden 
##  Topic 13: peopl, africa, jun, somali, sep 
##  Topic 14: forc, rebel, govern, ethiopian, claim 
##  Topic 15: onlf, attack, troop, score, clash 
##  Topic 16: onla, militari, onlin, ogaden, africa 
##  Topic 17: ogaden, ethiopian, onlin, battl, soldier 
##  Topic 18: freedom, ogadeni, somali, apr, africa 
##  Topic 19: sep, group, rebel, victori, sever 
##  Topic 20: africa, rebel, captur, break, free 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 41 (approx. per word bound = -3.097, relative change = 5.746e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 42 (approx. per word bound = -3.095, relative change = 6.047e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 43 (approx. per word bound = -3.093, relative change = 7.375e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 44 (approx. per word bound = -3.090, relative change = 8.955e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 45 (approx. per word bound = -3.087, relative change = 1.139e-03) 
## Topic 1: crime, ethiopia, state, ogaden, region 
##  Topic 2: --, africa, rebel, ogaden, ethiopian 
##  Topic 3: africa, polit, politica, kismaayo, along 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: military_communique_october_, ethiopian, ethiomedia, africa, militarycommuniqu 
##  Topic 6: aggreg, militarycommuniqu, arb, svd, africa 
##  Topic 7: ogaden, rebel, armi, battl, recent 
##  Topic 8: rebel, claim, militari, troop, victori 
##  Topic 9: kill, soldier, rebel, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: success, battlefield, govern, ethiopian, claim 
##  Topic 12: ethiopia, claim, attack, victori, ogaden 
##  Topic 13: peopl, africa, jun, somali, sep 
##  Topic 14: forc, govern, rebel, ethiopian, claim 
##  Topic 15: onlf, attack, troop, clash, score 
##  Topic 16: militari, onla, onlin, ogaden, africa 
##  Topic 17: ogaden, ethiopian, onlin, soldier, battl 
##  Topic 18: freedom, ogadeni, somali, apr, africa 
##  Topic 19: sep, group, rebel, victori, ogaden 
##  Topic 20: africa, rebel, captur, break, free 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 46 (approx. per word bound = -3.083, relative change = 1.224e-03) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 47 (approx. per word bound = -3.080, relative change = 9.122e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 48 (approx. per word bound = -3.078, relative change = 6.618e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 49 (approx. per word bound = -3.076, relative change = 5.439e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 50 (approx. per word bound = -3.075, relative change = 4.602e-04) 
## Topic 1: crime, ethiopia, state, ogaden, region 
##  Topic 2: --, africa, ogaden, rebel, ethiopian 
##  Topic 3: africa, polit, politica, kismaayo, along 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: military_communique_october_, ethiopian, ethiomedia, africa, militarycommuniqu 
##  Topic 6: aggreg, militarycommuniqu, arb, svd, africa 
##  Topic 7: ogaden, rebel, armi, battl, recent 
##  Topic 8: rebel, militari, claim, victori, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: success, battlefield, govern, ethiopian, troop 
##  Topic 12: ethiopia, claim, attack, ogaden, rebel 
##  Topic 13: peopl, africa, jun, somali, sep 
##  Topic 14: forc, govern, rebel, africa, claim 
##  Topic 15: onlf, attack, troop, clash, battl 
##  Topic 16: militari, onla, ogaden, onlin, barrack 
##  Topic 17: ogaden, ethiopian, onlin, soldier, recent 
##  Topic 18: freedom, ogadeni, somali, apr, africa 
##  Topic 19: sep, victori, group, rebel, somali 
##  Topic 20: africa, captur, break, free, godey 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 51 (approx. per word bound = -3.074, relative change = 4.119e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 52 (approx. per word bound = -3.072, relative change = 3.810e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 53 (approx. per word bound = -3.071, relative change = 3.580e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 54 (approx. per word bound = -3.070, relative change = 3.454e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 55 (approx. per word bound = -3.069, relative change = 3.458e-04) 
## Topic 1: crime, ethiopia, state, ogaden, region 
##  Topic 2: --, africa, ogaden, rebel, ethiopian 
##  Topic 3: africa, polit, politica, kismaayo, along 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: military_communique_october_, ethiopian, ethiomedia, africa, militarycommuniqu 
##  Topic 6: aggreg, militarycommuniqu, arb, svd, africa 
##  Topic 7: ogaden, rebel, battl, armi, recent 
##  Topic 8: rebel, militari, claim, victori, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: success, troop, govern, ethiopian, battlefield 
##  Topic 12: ethiopia, claim, attack, ogaden, rebel 
##  Topic 13: peopl, africa, jun, somali, sep 
##  Topic 14: forc, govern, rebel, africa, claim 
##  Topic 15: onlf, attack, troop, clash, battl 
##  Topic 16: militari, onla, ogaden, onlin, barrack 
##  Topic 17: ogaden, ethiopian, onlin, soldier, recent 
##  Topic 18: freedom, ogadeni, somali, apr, africa 
##  Topic 19: sep, victori, rebel, group, somali 
##  Topic 20: africa, captur, break, free, godey 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 56 (approx. per word bound = -3.068, relative change = 3.642e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 57 (approx. per word bound = -3.067, relative change = 4.053e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 58 (approx. per word bound = -3.065, relative change = 4.513e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 59 (approx. per word bound = -3.064, relative change = 4.810e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 60 (approx. per word bound = -3.063, relative change = 4.649e-04) 
## Topic 1: crime, ethiopia, state, ogaden, region 
##  Topic 2: --, africa, ogaden, rebel, ethiopian 
##  Topic 3: africa, polit, politica, pacif, kismaayo 
##  Topic 4: ogaden, ababa, addi, amhar, journalist 
##  Topic 5: military_communique_october_, ethiopian, ethiomedia, militarycommuniqu, africa 
##  Topic 6: aggreg, militarycommuniqu, arb, svd, africa 
##  Topic 7: ogaden, rebel, battl, armi, recent 
##  Topic 8: militari, rebel, claim, victori, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: troop, success, govern, claim, ethiopian 
##  Topic 12: ethiopia, claim, attack, ogaden, rebel 
##  Topic 13: peopl, africa, jun, somali, sep 
##  Topic 14: forc, govern, rebel, africa, claim 
##  Topic 15: onlf, attack, clash, troop, battl 
##  Topic 16: militari, ogaden, onla, onlin, barrack 
##  Topic 17: ogaden, ethiopian, onlin, soldier, recent 
##  Topic 18: freedom, ogadeni, somali, apr, africa 
##  Topic 19: sep, victori, rebel, group, somali 
##  Topic 20: africa, captur, break, free, godey 
## ..................................................................................................................
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## Completing Iteration 61 (approx. per word bound = -3.061, relative change = 4.278e-04) 
## ..................................................................................................................
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## Completing Iteration 62 (approx. per word bound = -3.060, relative change = 3.934e-04) 
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## Completing Iteration 63 (approx. per word bound = -3.059, relative change = 4.770e-04) 
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## Completing Iteration 64 (approx. per word bound = -3.057, relative change = 4.359e-04) 
## ..................................................................................................................
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## Completing Iteration 65 (approx. per word bound = -3.056, relative change = 4.152e-04) 
## Topic 1: crime, ethiopia, state, ogaden, region 
##  Topic 2: --, africa, ogaden, rebel, ethiopian 
##  Topic 3: africa, polit, politica, pacif, asia 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, ethiopian, africa 
##  Topic 6: aggreg, arb, svd, militarycommuniqu, africa 
##  Topic 7: ogaden, rebel, battl, armi, recent 
##  Topic 8: militari, rebel, claim, victori, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: troop, govern, claim, success, rebel 
##  Topic 12: ethiopia, claim, attack, ogaden, rebel 
##  Topic 13: peopl, africa, jun, somali, sep 
##  Topic 14: forc, govern, rebel, africa, claim 
##  Topic 15: onlf, attack, troop, clash, battl 
##  Topic 16: militari, ogaden, onla, onlin, barrack 
##  Topic 17: ogaden, ethiopian, onlin, soldier, recent 
##  Topic 18: freedom, ogadeni, somali, apr, africa 
##  Topic 19: sep, victori, rebel, group, somali 
##  Topic 20: africa, captur, break, free, godey 
## ..................................................................................................................
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## Completing Iteration 66 (approx. per word bound = -3.055, relative change = 3.914e-04) 
## ..................................................................................................................
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## Completing Iteration 67 (approx. per word bound = -3.054, relative change = 3.515e-04) 
## ..................................................................................................................
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## Completing Iteration 68 (approx. per word bound = -3.053, relative change = 3.320e-04) 
## ..................................................................................................................
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## Completing Iteration 69 (approx. per word bound = -3.052, relative change = 3.292e-04) 
## ..................................................................................................................
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## Completing Iteration 70 (approx. per word bound = -3.051, relative change = 3.310e-04) 
## Topic 1: crime, ethiopia, state, ogaden, region 
##  Topic 2: --, africa, ogaden, rebel, forc 
##  Topic 3: africa, polit, politica, asia, pacif 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, ethiopian, africa 
##  Topic 6: aggreg, arb, svd, militarycommuniqu, africa 
##  Topic 7: ogaden, rebel, battl, armi, recent 
##  Topic 8: militari, rebel, claim, victori, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: govern, troop, claim, rebel, success 
##  Topic 12: ethiopia, attack, claim, ogaden, rebel 
##  Topic 13: peopl, africa, jun, somali, sep 
##  Topic 14: forc, govern, rebel, africa, claim 
##  Topic 15: onlf, attack, troop, battl, score 
##  Topic 16: militari, ogaden, onla, onlin, barrack 
##  Topic 17: ogaden, ethiopian, onlin, soldier, recent 
##  Topic 18: freedom, ogadeni, somali, apr, africa 
##  Topic 19: sep, victori, rebel, group, somali 
##  Topic 20: africa, captur, onlf, break, free 
## ..................................................................................................................
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## Completing Iteration 71 (approx. per word bound = -3.050, relative change = 2.525e-04) 
## ..................................................................................................................
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## Completing Iteration 72 (approx. per word bound = -3.049, relative change = 2.239e-04) 
## ..................................................................................................................
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## Completing Iteration 73 (approx. per word bound = -3.049, relative change = 2.048e-04) 
## ..................................................................................................................
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## Completing Iteration 74 (approx. per word bound = -3.048, relative change = 1.938e-04) 
## ..................................................................................................................
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## Completing Iteration 75 (approx. per word bound = -3.047, relative change = 1.845e-04) 
## Topic 1: crime, ethiopia, state, ogaden, region 
##  Topic 2: --, africa, ogaden, rebel, forc 
##  Topic 3: africa, polit, politica, asia, pacif 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, africa, ethiopian 
##  Topic 6: aggreg, arb, svd, africa, peac 
##  Topic 7: ogaden, battl, rebel, armi, recent 
##  Topic 8: militari, rebel, claim, victori, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: govern, troop, claim, rebel, success 
##  Topic 12: ethiopia, attack, claim, ogaden, rebel 
##  Topic 13: peopl, africa, jun, somali, sep 
##  Topic 14: forc, govern, rebel, africa, claim 
##  Topic 15: onlf, attack, troop, battl, score 
##  Topic 16: militari, ogaden, onla, onlin, barrack 
##  Topic 17: ogaden, ethiopian, onlin, soldier, recent 
##  Topic 18: freedom, ogadeni, somali, apr, africa 
##  Topic 19: sep, victori, rebel, group, somali 
##  Topic 20: africa, captur, onlf, break, free 
## ..................................................................................................................
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## Completing Iteration 76 (approx. per word bound = -3.047, relative change = 1.795e-04) 
## ..................................................................................................................
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## Completing Iteration 77 (approx. per word bound = -3.046, relative change = 1.736e-04) 
## ..................................................................................................................
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## Completing Iteration 78 (approx. per word bound = -3.046, relative change = 1.720e-04) 
## ..................................................................................................................
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## Completing Iteration 79 (approx. per word bound = -3.045, relative change = 1.704e-04) 
## ..................................................................................................................
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## Completing Iteration 80 (approx. per word bound = -3.045, relative change = 1.745e-04) 
## Topic 1: crime, ethiopia, state, ogaden, region 
##  Topic 2: --, africa, ogaden, rebel, forc 
##  Topic 3: africa, polit, politica, asia, pacif 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, africa, ethiopian 
##  Topic 6: aggreg, arb, svd, africa, peac 
##  Topic 7: ogaden, battl, rebel, armi, recent 
##  Topic 8: militari, rebel, claim, ethiopia, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: govern, troop, claim, rebel, success 
##  Topic 12: ethiopia, attack, claim, ogaden, rebel 
##  Topic 13: peopl, africa, jun, somali, sep 
##  Topic 14: forc, govern, rebel, africa, claim 
##  Topic 15: onlf, attack, troop, battl, score 
##  Topic 16: militari, ogaden, onla, onlin, barrack 
##  Topic 17: ogaden, ethiopian, onlin, soldier, recent 
##  Topic 18: freedom, ogadeni, somali, apr, africa 
##  Topic 19: sep, victori, rebel, group, somali 
##  Topic 20: africa, onlf, captur, break, free 
## ..................................................................................................................
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## Completing Iteration 81 (approx. per word bound = -3.044, relative change = 1.919e-04) 
## ..................................................................................................................
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## Completing Iteration 82 (approx. per word bound = -3.043, relative change = 2.409e-04) 
## ..................................................................................................................
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## Completing Iteration 83 (approx. per word bound = -3.043, relative change = 2.340e-04) 
## ..................................................................................................................
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## Completing Iteration 84 (approx. per word bound = -3.042, relative change = 1.890e-04) 
## ..................................................................................................................
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## Completing Iteration 85 (approx. per word bound = -3.042, relative change = 1.600e-04) 
## Topic 1: crime, ethiopia, state, ogaden, region 
##  Topic 2: --, africa, ogaden, rebel, forc 
##  Topic 3: africa, polit, asia, pacif, politica 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, africa, combin 
##  Topic 6: aggreg, arb, svd, africa, peac 
##  Topic 7: ogaden, battl, rebel, armi, recent 
##  Topic 8: militari, rebel, claim, ethiopia, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: govern, claim, rebel, troop, success 
##  Topic 12: ethiopia, attack, claim, ogaden, rebel 
##  Topic 13: peopl, africa, jun, somali, sep 
##  Topic 14: forc, govern, rebel, africa, claim 
##  Topic 15: onlf, attack, troop, battl, score 
##  Topic 16: militari, ogaden, onla, onlin, barrack 
##  Topic 17: ogaden, ethiopian, onlin, soldier, recent 
##  Topic 18: freedom, ogadeni, somali, apr, africa 
##  Topic 19: sep, victori, rebel, group, somali 
##  Topic 20: africa, onlf, captur, break, free 
## ..................................................................................................................
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## Completing Iteration 86 (approx. per word bound = -3.041, relative change = 1.538e-04) 
## ..................................................................................................................
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## Completing Iteration 87 (approx. per word bound = -3.041, relative change = 1.528e-04) 
## ..................................................................................................................
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## Completing Iteration 88 (approx. per word bound = -3.040, relative change = 1.498e-04) 
## ..................................................................................................................
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## Completing Iteration 89 (approx. per word bound = -3.040, relative change = 1.457e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 90 (approx. per word bound = -3.039, relative change = 1.408e-04) 
## Topic 1: crime, ethiopia, state, ogaden, region 
##  Topic 2: --, africa, ogaden, rebel, forc 
##  Topic 3: africa, polit, asia, pacif, politica 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, africa, combin 
##  Topic 6: aggreg, arb, svd, africa, peac 
##  Topic 7: ogaden, battl, rebel, armi, recent 
##  Topic 8: militari, rebel, claim, ethiopia, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: govern, rebel, claim, troop, success 
##  Topic 12: ethiopia, attack, claim, ogaden, rebel 
##  Topic 13: peopl, africa, jun, somali, sep 
##  Topic 14: forc, govern, rebel, africa, claim 
##  Topic 15: onlf, attack, troop, battl, front 
##  Topic 16: militari, ogaden, onla, onlin, barrack 
##  Topic 17: ogaden, ethiopian, onlin, soldier, recent 
##  Topic 18: freedom, ogadeni, somali, apr, africa 
##  Topic 19: sep, victori, rebel, ethiopia, group 
##  Topic 20: africa, onlf, captur, break, free 
## ..................................................................................................................
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## Completing Iteration 91 (approx. per word bound = -3.039, relative change = 1.374e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 92 (approx. per word bound = -3.039, relative change = 1.387e-04) 
## ..................................................................................................................
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## Completing Iteration 93 (approx. per word bound = -3.038, relative change = 1.433e-04) 
## ..................................................................................................................
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## Completing Iteration 94 (approx. per word bound = -3.038, relative change = 1.455e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 95 (approx. per word bound = -3.037, relative change = 1.299e-04) 
## Topic 1: crime, ethiopia, state, ogaden, region 
##  Topic 2: --, africa, ogaden, rebel, forc 
##  Topic 3: africa, polit, asia, pacif, politica 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, africa, combin 
##  Topic 6: aggreg, arb, svd, africa, peac 
##  Topic 7: ogaden, battl, rebel, armi, africa 
##  Topic 8: militari, rebel, claim, ethiopia, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: govern, rebel, claim, troop, success 
##  Topic 12: ethiopia, attack, claim, ogaden, rebel 
##  Topic 13: peopl, africa, jun, somali, sep 
##  Topic 14: forc, govern, rebel, africa, claim 
##  Topic 15: onlf, attack, troop, battl, ogaden 
##  Topic 16: militari, ogaden, onla, onlin, barrack 
##  Topic 17: ogaden, ethiopian, onlin, soldier, kill 
##  Topic 18: freedom, ogadeni, somali, apr, africa 
##  Topic 19: sep, victori, rebel, ethiopia, somali 
##  Topic 20: africa, onlf, captur, break, free 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 96 (approx. per word bound = -3.037, relative change = 1.088e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 97 (approx. per word bound = -3.037, relative change = 9.722e-05) 
## ..................................................................................................................
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## Completing Iteration 98 (approx. per word bound = -3.036, relative change = 9.199e-05) 
## ..................................................................................................................
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## Completing Iteration 99 (approx. per word bound = -3.036, relative change = 9.000e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 100 (approx. per word bound = -3.036, relative change = 8.787e-05) 
## Topic 1: crime, ethiopia, state, ogaden, region 
##  Topic 2: --, africa, ogaden, forc, rebel 
##  Topic 3: africa, polit, asia, pacif, politica 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, africa, combin 
##  Topic 6: aggreg, arb, svd, africa, peac 
##  Topic 7: ogaden, battl, rebel, armi, africa 
##  Topic 8: militari, rebel, claim, ethiopia, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: govern, rebel, claim, troop, success 
##  Topic 12: ethiopia, attack, claim, ogaden, rebel 
##  Topic 13: peopl, africa, jun, somali, sep 
##  Topic 14: forc, govern, rebel, africa, claim 
##  Topic 15: onlf, attack, troop, battl, ogaden 
##  Topic 16: militari, ogaden, onla, onlin, barrack 
##  Topic 17: ogaden, ethiopian, onlin, soldier, kill 
##  Topic 18: freedom, ogadeni, somali, apr, africa 
##  Topic 19: sep, victori, ethiopia, rebel, somali 
##  Topic 20: africa, onlf, captur, break, free 
## ..................................................................................................................
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## Completing Iteration 101 (approx. per word bound = -3.036, relative change = 8.843e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 102 (approx. per word bound = -3.035, relative change = 8.865e-05) 
## ..................................................................................................................
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## Completing Iteration 103 (approx. per word bound = -3.035, relative change = 9.277e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 104 (approx. per word bound = -3.035, relative change = 9.231e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 105 (approx. per word bound = -3.034, relative change = 8.731e-05) 
## Topic 1: crime, ethiopia, state, ogaden, region 
##  Topic 2: --, africa, ogaden, forc, rebel 
##  Topic 3: africa, polit, asia, pacif, politica 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, africa, combin 
##  Topic 6: aggreg, arb, svd, africa, peac 
##  Topic 7: ogaden, battl, rebel, armi, africa 
##  Topic 8: militari, rebel, claim, ethiopia, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: govern, rebel, claim, troop, success 
##  Topic 12: ethiopia, attack, claim, ogaden, rebel 
##  Topic 13: peopl, africa, jun, somali, sep 
##  Topic 14: forc, rebel, govern, africa, claim 
##  Topic 15: onlf, attack, troop, battl, ogaden 
##  Topic 16: militari, onla, ogaden, onlin, bulletin 
##  Topic 17: ogaden, ethiopian, onlin, soldier, kill 
##  Topic 18: freedom, ogadeni, somali, apr, africa 
##  Topic 19: sep, victori, ethiopia, rebel, somali 
##  Topic 20: africa, onlf, captur, break, free 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 106 (approx. per word bound = -3.034, relative change = 8.384e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 107 (approx. per word bound = -3.034, relative change = 8.594e-05) 
## ..................................................................................................................
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## Completing Iteration 108 (approx. per word bound = -3.034, relative change = 9.283e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 109 (approx. per word bound = -3.033, relative change = 1.116e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 110 (approx. per word bound = -3.033, relative change = 1.477e-04) 
## Topic 1: crime, ethiopia, state, ogaden, region 
##  Topic 2: --, africa, ogaden, forc, rebel 
##  Topic 3: africa, polit, separ, asia, pacif 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, combin, africa 
##  Topic 6: aggreg, arb, svd, africa, peac 
##  Topic 7: ogaden, rebel, battl, armi, africa 
##  Topic 8: militari, rebel, claim, ethiopia, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: govern, rebel, claim, troop, success 
##  Topic 12: ethiopia, attack, claim, ogaden, rebel 
##  Topic 13: peopl, africa, jun, somali, sep 
##  Topic 14: forc, rebel, govern, africa, claim 
##  Topic 15: onlf, attack, troop, battl, ogaden 
##  Topic 16: militari, onla, ogaden, onlin, barrack 
##  Topic 17: ogaden, ethiopian, onlin, soldier, kill 
##  Topic 18: freedom, ogadeni, somali, apr, africa 
##  Topic 19: sep, victori, ethiopia, rebel, somali 
##  Topic 20: africa, onlf, captur, break, free 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 111 (approx. per word bound = -3.032, relative change = 1.828e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 112 (approx. per word bound = -3.032, relative change = 1.804e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 113 (approx. per word bound = -3.031, relative change = 1.059e-04) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 114 (approx. per word bound = -3.031, relative change = 7.618e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 115 (approx. per word bound = -3.031, relative change = 7.064e-05) 
## Topic 1: crime, ethiopia, state, ogaden, region 
##  Topic 2: --, africa, ogaden, forc, rebel 
##  Topic 3: africa, polit, separ, asia, pacif 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, combin, africa 
##  Topic 6: aggreg, arb, svd, africa, peac 
##  Topic 7: ogaden, rebel, battl, armi, africa 
##  Topic 8: militari, rebel, claim, ethiopia, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: govern, rebel, claim, troop, success 
##  Topic 12: ethiopia, attack, claim, ogaden, rebel 
##  Topic 13: peopl, africa, jun, somali, sep 
##  Topic 14: forc, rebel, govern, africa, claim 
##  Topic 15: onlf, attack, battl, troop, ogaden 
##  Topic 16: militari, onla, ogaden, onlin, barrack 
##  Topic 17: ogaden, ethiopian, onlin, soldier, kill 
##  Topic 18: freedom, ogadeni, somali, apr, africa 
##  Topic 19: sep, victori, ethiopia, rebel, somali 
##  Topic 20: africa, onlf, captur, break, free 
## ..................................................................................................................
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## Completing Iteration 116 (approx. per word bound = -3.031, relative change = 6.872e-05) 
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## Completing Iteration 120 (approx. per word bound = -3.030, relative change = 6.382e-05) 
## Topic 1: crime, ethiopia, state, ogaden, region 
##  Topic 2: --, africa, ogaden, forc, rebel 
##  Topic 3: africa, polit, separ, asia, pacif 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, combin, africa 
##  Topic 6: aggreg, arb, svd, africa, peac 
##  Topic 7: ogaden, rebel, battl, armi, africa 
##  Topic 8: militari, rebel, claim, ethiopia, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: govern, rebel, claim, troop, success 
##  Topic 12: ethiopia, attack, claim, ogaden, rebel 
##  Topic 13: peopl, africa, somali, jun, sep 
##  Topic 14: forc, rebel, govern, africa, claim 
##  Topic 15: onlf, attack, battl, troop, ogaden 
##  Topic 16: militari, onla, ogaden, onlin, barrack 
##  Topic 17: ogaden, ethiopian, onlin, soldier, kill 
##  Topic 18: freedom, ogadeni, somali, apr, africa 
##  Topic 19: sep, victori, ethiopia, rebel, somali 
##  Topic 20: onlf, captur, africa, break, free 
## ..................................................................................................................
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## Completing Iteration 121 (approx. per word bound = -3.030, relative change = 6.303e-05) 
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## ..................................................................................................................
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## Completing Iteration 125 (approx. per word bound = -3.029, relative change = 6.067e-05) 
## Topic 1: crime, ethiopia, state, ogaden, region 
##  Topic 2: --, africa, ogaden, forc, rebel 
##  Topic 3: africa, polit, separ, asia, pacif 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, combin, africa 
##  Topic 6: aggreg, arb, svd, africa, peac 
##  Topic 7: ogaden, rebel, battl, armi, africa 
##  Topic 8: militari, rebel, claim, ethiopia, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: govern, rebel, claim, troop, success 
##  Topic 12: ethiopia, attack, claim, ogaden, rebel 
##  Topic 13: peopl, africa, somali, jun, sep 
##  Topic 14: forc, rebel, govern, africa, claim 
##  Topic 15: onlf, attack, battl, troop, ogaden 
##  Topic 16: militari, onla, ogaden, onlin, barrack 
##  Topic 17: ogaden, ethiopian, onlin, soldier, kill 
##  Topic 18: freedom, ogadeni, somali, apr, africa 
##  Topic 19: sep, victori, ethiopia, rebel, somali 
##  Topic 20: onlf, captur, break, free, godey 
## ..................................................................................................................
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## Completing Iteration 126 (approx. per word bound = -3.029, relative change = 5.893e-05) 
## ..................................................................................................................
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## Completing Iteration 130 (approx. per word bound = -3.028, relative change = 5.849e-05) 
## Topic 1: crime, ethiopia, state, ogaden, region 
##  Topic 2: --, africa, ogaden, forc, rebel 
##  Topic 3: africa, polit, separ, asia, pacif 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, combin, africa 
##  Topic 6: aggreg, arb, svd, africa, peac 
##  Topic 7: ogaden, rebel, battl, armi, africa 
##  Topic 8: militari, rebel, claim, ethiopia, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: govern, rebel, claim, troop, success 
##  Topic 12: ethiopia, attack, claim, ogaden, rebel 
##  Topic 13: peopl, africa, somali, jun, sep 
##  Topic 14: forc, rebel, govern, africa, claim 
##  Topic 15: onlf, attack, battl, troop, ogaden 
##  Topic 16: militari, onla, ogaden, onlin, barrack 
##  Topic 17: ogaden, ethiopian, onlin, soldier, kill 
##  Topic 18: freedom, ogadeni, somali, apr, africa 
##  Topic 19: sep, victori, ethiopia, rebel, somali 
##  Topic 20: onlf, captur, break, free, godey 
## ..................................................................................................................
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## Completing Iteration 131 (approx. per word bound = -3.028, relative change = 5.898e-05) 
## ..................................................................................................................
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## Completing Iteration 135 (approx. per word bound = -3.027, relative change = 5.759e-05) 
## Topic 1: crime, ethiopia, state, ogaden, region 
##  Topic 2: --, africa, ogaden, forc, rebel 
##  Topic 3: africa, polit, separ, asia, pacif 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, combin, africa 
##  Topic 6: aggreg, arb, svd, africa, peac 
##  Topic 7: rebel, ogaden, battl, armi, africa 
##  Topic 8: militari, rebel, claim, ethiopia, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: govern, rebel, claim, troop, success 
##  Topic 12: ethiopia, attack, claim, ogaden, rebel 
##  Topic 13: peopl, africa, somali, jun, sep 
##  Topic 14: forc, rebel, govern, africa, claim 
##  Topic 15: onlf, attack, battl, troop, ogaden 
##  Topic 16: militari, onla, ogaden, onlin, barrack 
##  Topic 17: ogaden, onlin, ethiopian, soldier, kill 
##  Topic 18: freedom, ogadeni, somali, apr, peopl 
##  Topic 19: sep, victori, ethiopia, rebel, somali 
##  Topic 20: onlf, captur, break, free, godey 
## ..................................................................................................................
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## Completing Iteration 136 (approx. per word bound = -3.027, relative change = 5.895e-05) 
## ..................................................................................................................
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## Completing Iteration 137 (approx. per word bound = -3.027, relative change = 5.836e-05) 
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## Completing Iteration 138 (approx. per word bound = -3.027, relative change = 5.820e-05) 
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## Completing Iteration 140 (approx. per word bound = -3.026, relative change = 5.644e-05) 
## Topic 1: crime, ethiopia, state, ogaden, region 
##  Topic 2: --, africa, ogaden, forc, rebel 
##  Topic 3: africa, polit, separ, asia, pacif 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, combin, africa 
##  Topic 6: aggreg, arb, svd, africa, peac 
##  Topic 7: rebel, ogaden, battl, armi, africa 
##  Topic 8: militari, rebel, claim, ethiopia, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: govern, rebel, claim, troop, success 
##  Topic 12: ethiopia, attack, claim, ogaden, rebel 
##  Topic 13: peopl, africa, somali, jun, sep 
##  Topic 14: forc, rebel, govern, africa, claim 
##  Topic 15: onlf, attack, battl, ogaden, troop 
##  Topic 16: militari, onla, ogaden, onlin, barrack 
##  Topic 17: ogaden, onlin, ethiopian, soldier, kill 
##  Topic 18: freedom, ogadeni, somali, apr, peopl 
##  Topic 19: sep, victori, ethiopia, rebel, somali 
##  Topic 20: onlf, captur, break, free, godey 
## ..................................................................................................................
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## Completing Iteration 141 (approx. per word bound = -3.026, relative change = 5.584e-05) 
## ..................................................................................................................
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## Completing Iteration 143 (approx. per word bound = -3.026, relative change = 5.384e-05) 
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## Completing Iteration 145 (approx. per word bound = -3.026, relative change = 5.306e-05) 
## Topic 1: crime, ethiopia, state, ogaden, region 
##  Topic 2: --, africa, forc, ogaden, rebel 
##  Topic 3: africa, polit, separ, asia, pacif 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, combin, africa 
##  Topic 6: aggreg, arb, svd, africa, peac 
##  Topic 7: rebel, ogaden, battl, armi, africa 
##  Topic 8: militari, rebel, claim, ethiopia, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: govern, rebel, claim, troop, success 
##  Topic 12: ethiopia, attack, claim, ogaden, rebel 
##  Topic 13: peopl, africa, somali, jun, sep 
##  Topic 14: rebel, forc, govern, africa, claim 
##  Topic 15: onlf, attack, ogaden, battl, troop 
##  Topic 16: militari, onla, ogaden, onlin, barrack 
##  Topic 17: ogaden, onlin, ethiopian, soldier, kill 
##  Topic 18: freedom, ogadeni, somali, apr, peopl 
##  Topic 19: sep, victori, ethiopia, rebel, somali 
##  Topic 20: onlf, captur, break, free, godey 
## ..................................................................................................................
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## Completing Iteration 147 (approx. per word bound = -3.025, relative change = 5.587e-05) 
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## Completing Iteration 148 (approx. per word bound = -3.025, relative change = 5.803e-05) 
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## Completing Iteration 149 (approx. per word bound = -3.025, relative change = 6.012e-05) 
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## Completing Iteration 150 (approx. per word bound = -3.025, relative change = 5.954e-05) 
## Topic 1: crime, ethiopia, state, ogaden, region 
##  Topic 2: --, africa, forc, ogaden, rebel 
##  Topic 3: africa, polit, separ, asia, pacif 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, combin, africa 
##  Topic 6: aggreg, arb, svd, africa, peac 
##  Topic 7: rebel, ogaden, battl, armi, africa 
##  Topic 8: militari, rebel, claim, ethiopia, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: govern, rebel, claim, troop, success 
##  Topic 12: ethiopia, attack, claim, ogaden, rebel 
##  Topic 13: peopl, africa, somali, jun, sep 
##  Topic 14: rebel, forc, govern, africa, claim 
##  Topic 15: onlf, attack, ogaden, battl, troop 
##  Topic 16: militari, onla, ogaden, onlin, barrack 
##  Topic 17: ogaden, onlin, ethiopian, soldier, kill 
##  Topic 18: freedom, ogadeni, somali, apr, peopl 
##  Topic 19: sep, victori, ethiopia, rebel, somali 
##  Topic 20: onlf, captur, break, free, godey 
## ..................................................................................................................
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## Completing Iteration 151 (approx. per word bound = -3.025, relative change = 5.397e-05) 
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## Completing Iteration 152 (approx. per word bound = -3.024, relative change = 5.417e-05) 
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## Completing Iteration 153 (approx. per word bound = -3.024, relative change = 5.472e-05) 
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## Completing Iteration 154 (approx. per word bound = -3.024, relative change = 5.655e-05) 
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## Completing Iteration 155 (approx. per word bound = -3.024, relative change = 5.925e-05) 
## Topic 1: crime, ethiopia, state, ogaden, region 
##  Topic 2: --, africa, forc, ogaden, rebel 
##  Topic 3: africa, polit, separ, asia, pacif 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, combin, africa 
##  Topic 6: aggreg, arb, svd, africa, peac 
##  Topic 7: rebel, ogaden, battl, recent, armi 
##  Topic 8: militari, rebel, claim, ethiopia, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: govern, rebel, claim, troop, success 
##  Topic 12: ethiopia, attack, claim, ogaden, rebel 
##  Topic 13: peopl, africa, somali, jun, sep 
##  Topic 14: rebel, forc, govern, africa, claim 
##  Topic 15: onlf, attack, ogaden, battl, troop 
##  Topic 16: militari, onla, ogaden, onlin, barrack 
##  Topic 17: ogaden, onlin, ethiopian, soldier, kill 
##  Topic 18: freedom, ogadeni, somali, apr, peopl 
##  Topic 19: sep, victori, ethiopia, rebel, somali 
##  Topic 20: --, onlf, captur, break, free 
## ..................................................................................................................
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## Completing Iteration 156 (approx. per word bound = -3.024, relative change = 5.874e-05) 
## ..................................................................................................................
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## Completing Iteration 157 (approx. per word bound = -3.024, relative change = 5.613e-05) 
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## Completing Iteration 158 (approx. per word bound = -3.023, relative change = 5.420e-05) 
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## Completing Iteration 159 (approx. per word bound = -3.023, relative change = 5.343e-05) 
## ..................................................................................................................
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## Completing Iteration 160 (approx. per word bound = -3.023, relative change = 5.463e-05) 
## Topic 1: crime, ethiopia, state, ogaden, onlf 
##  Topic 2: --, africa, forc, ogaden, rebel 
##  Topic 3: africa, polit, separ, asia, pacif 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, combin, africa 
##  Topic 6: aggreg, arb, svd, africa, peac 
##  Topic 7: rebel, ogaden, battl, recent, armi 
##  Topic 8: militari, rebel, claim, ethiopia, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: govern, rebel, claim, troop, success 
##  Topic 12: ethiopia, attack, claim, ogaden, rebel 
##  Topic 13: peopl, africa, somali, jun, sep 
##  Topic 14: rebel, forc, govern, africa, claim 
##  Topic 15: onlf, attack, ogaden, battl, troop 
##  Topic 16: militari, onla, ogaden, onlin, barrack 
##  Topic 17: ogaden, onlin, ethiopian, soldier, kill 
##  Topic 18: freedom, ogadeni, somali, apr, peopl 
##  Topic 19: sep, victori, ethiopia, rebel, somali 
##  Topic 20: --, onlf, captur, break, free 
## ..................................................................................................................
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## Completing Iteration 161 (approx. per word bound = -3.023, relative change = 5.493e-05) 
## ..................................................................................................................
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## Completing Iteration 162 (approx. per word bound = -3.023, relative change = 5.780e-05) 
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## Completing Iteration 163 (approx. per word bound = -3.023, relative change = 6.443e-05) 
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## Completing Iteration 164 (approx. per word bound = -3.022, relative change = 7.556e-05) 
## ..................................................................................................................
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## Completing Iteration 165 (approx. per word bound = -3.022, relative change = 9.541e-05) 
## Topic 1: crime, ethiopia, state, ogaden, onlf 
##  Topic 2: --, africa, forc, ogaden, rebel 
##  Topic 3: africa, polit, separ, asia, pacif 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, combin, africa 
##  Topic 6: aggreg, arb, svd, africa, peac 
##  Topic 7: rebel, ogaden, battl, recent, armi 
##  Topic 8: militari, rebel, claim, ethiopia, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: govern, rebel, claim, troop, success 
##  Topic 12: ethiopia, attack, claim, ogaden, rebel 
##  Topic 13: peopl, africa, somali, jun, sep 
##  Topic 14: rebel, forc, govern, africa, claim 
##  Topic 15: onlf, attack, ogaden, battl, -- 
##  Topic 16: militari, onla, ogaden, onlin, barrack 
##  Topic 17: ogaden, onlin, ethiopian, soldier, kill 
##  Topic 18: freedom, ogadeni, somali, peopl, apr 
##  Topic 19: sep, victori, ethiopia, rebel, somali 
##  Topic 20: --, onlf, captur, break, free 
## ..................................................................................................................
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## Completing Iteration 166 (approx. per word bound = -3.022, relative change = 1.196e-04) 
## ..................................................................................................................
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## Completing Iteration 167 (approx. per word bound = -3.021, relative change = 1.381e-04) 
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## Completing Iteration 168 (approx. per word bound = -3.021, relative change = 1.366e-04) 
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## Completing Iteration 169 (approx. per word bound = -3.020, relative change = 1.164e-04) 
## ..................................................................................................................
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## Completing Iteration 170 (approx. per word bound = -3.020, relative change = 9.434e-05) 
## Topic 1: crime, ethiopia, state, ogaden, onlf 
##  Topic 2: --, africa, forc, ogaden, rebel 
##  Topic 3: africa, polit, separ, politica, asia 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, combin, africa 
##  Topic 6: aggreg, arb, svd, africa, peac 
##  Topic 7: rebel, battl, ogaden, recent, armi 
##  Topic 8: militari, rebel, claim, ethiopia, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: govern, rebel, claim, troop, success 
##  Topic 12: ethiopia, attack, claim, ogaden, rebel 
##  Topic 13: peopl, africa, somali, jun, sep 
##  Topic 14: rebel, forc, govern, africa, claim 
##  Topic 15: onlf, attack, ogaden, battl, -- 
##  Topic 16: militari, onla, ogaden, onlin, barrack 
##  Topic 17: ogaden, onlin, ethiopian, soldier, kill 
##  Topic 18: freedom, ogadeni, somali, peopl, apr 
##  Topic 19: sep, victori, ethiopia, rebel, somali 
##  Topic 20: --, onlf, captur, break, free 
## ..................................................................................................................
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## Completing Iteration 171 (approx. per word bound = -3.020, relative change = 8.638e-05) 
## ..................................................................................................................
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## Completing Iteration 172 (approx. per word bound = -3.020, relative change = 9.119e-05) 
## ..................................................................................................................
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## Completing Iteration 173 (approx. per word bound = -3.019, relative change = 9.865e-05) 
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## Completing Iteration 174 (approx. per word bound = -3.019, relative change = 7.911e-05) 
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## Completing Iteration 175 (approx. per word bound = -3.019, relative change = 6.327e-05) 
## Topic 1: crime, ethiopia, state, ogaden, onlf 
##  Topic 2: --, africa, forc, rebel, ogaden 
##  Topic 3: africa, polit, separ, asia, pacif 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, combin, africa 
##  Topic 6: aggreg, arb, svd, africa, asia 
##  Topic 7: rebel, battl, ogaden, recent, armi 
##  Topic 8: militari, rebel, claim, ethiopia, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: govern, rebel, claim, troop, success 
##  Topic 12: ethiopia, attack, claim, ogaden, rebel 
##  Topic 13: peopl, africa, somali, jun, sep 
##  Topic 14: rebel, forc, govern, africa, claim 
##  Topic 15: onlf, attack, ogaden, battl, -- 
##  Topic 16: militari, onla, ogaden, onlin, barrack 
##  Topic 17: ogaden, onlin, ethiopian, soldier, kill 
##  Topic 18: freedom, ogadeni, somali, peopl, apr 
##  Topic 19: sep, victori, ethiopia, rebel, somali 
##  Topic 20: --, onlf, captur, break, free 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 176 (approx. per word bound = -3.019, relative change = 5.706e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 177 (approx. per word bound = -3.019, relative change = 5.393e-05) 
## ..................................................................................................................
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## Completing Iteration 178 (approx. per word bound = -3.018, relative change = 5.193e-05) 
## ..................................................................................................................
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## Completing Iteration 179 (approx. per word bound = -3.018, relative change = 5.122e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 180 (approx. per word bound = -3.018, relative change = 5.112e-05) 
## Topic 1: crime, ethiopia, state, ogaden, onlf 
##  Topic 2: --, africa, forc, rebel, ogaden 
##  Topic 3: africa, polit, separ, asia, pacif 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, combin, africa 
##  Topic 6: aggreg, arb, svd, africa, asia 
##  Topic 7: rebel, battl, ogaden, recent, armi 
##  Topic 8: militari, rebel, claim, ethiopia, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: govern, rebel, claim, troop, success 
##  Topic 12: ethiopia, attack, claim, ogaden, rebel 
##  Topic 13: peopl, africa, somali, jun, sep 
##  Topic 14: rebel, forc, govern, africa, claim 
##  Topic 15: onlf, attack, ogaden, --, battl 
##  Topic 16: militari, onla, ogaden, onlin, barrack 
##  Topic 17: ogaden, onlin, ethiopian, soldier, kill 
##  Topic 18: freedom, ogadeni, somali, peopl, apr 
##  Topic 19: sep, victori, ethiopia, rebel, somali 
##  Topic 20: --, onlf, captur, break, free 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 181 (approx. per word bound = -3.018, relative change = 5.152e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 182 (approx. per word bound = -3.018, relative change = 5.284e-05) 
## ..................................................................................................................
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## Completing Iteration 183 (approx. per word bound = -3.018, relative change = 5.491e-05) 
## ..................................................................................................................
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## Completing Iteration 184 (approx. per word bound = -3.017, relative change = 5.924e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 185 (approx. per word bound = -3.017, relative change = 6.182e-05) 
## Topic 1: crime, ethiopia, state, ogaden, onlf 
##  Topic 2: --, africa, forc, rebel, ogaden 
##  Topic 3: africa, polit, separ, politica, asia 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, combin, africa 
##  Topic 6: aggreg, arb, svd, africa, asia 
##  Topic 7: rebel, battl, ogaden, recent, armi 
##  Topic 8: militari, rebel, claim, ethiopia, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: govern, rebel, claim, troop, success 
##  Topic 12: ethiopia, attack, claim, ogaden, rebel 
##  Topic 13: peopl, africa, somali, jun, sep 
##  Topic 14: rebel, forc, govern, africa, claim 
##  Topic 15: onlf, attack, ogaden, --, battl 
##  Topic 16: militari, onla, onlin, ogaden, barrack 
##  Topic 17: ogaden, onlin, ethiopian, soldier, kill 
##  Topic 18: freedom, ogadeni, somali, peopl, apr 
##  Topic 19: victori, sep, ethiopia, rebel, somali 
##  Topic 20: --, onlf, captur, break, free 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
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## Completing Iteration 186 (approx. per word bound = -3.017, relative change = 6.076e-05) 
## ..................................................................................................................
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## Completing Iteration 187 (approx. per word bound = -3.017, relative change = 5.645e-05) 
## ..................................................................................................................
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## Completing Iteration 188 (approx. per word bound = -3.017, relative change = 5.157e-05) 
## ..................................................................................................................
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## Completing Iteration 189 (approx. per word bound = -3.017, relative change = 4.873e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 190 (approx. per word bound = -3.016, relative change = 4.781e-05) 
## Topic 1: crime, ethiopia, state, ogaden, onlf 
##  Topic 2: --, africa, forc, rebel, ogaden 
##  Topic 3: africa, polit, separ, asia, pacif 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, combin, africa 
##  Topic 6: aggreg, arb, svd, africa, asia 
##  Topic 7: rebel, battl, ogaden, recent, armi 
##  Topic 8: militari, rebel, ethiopia, claim, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: rebel, govern, claim, troop, success 
##  Topic 12: ethiopia, attack, claim, ogaden, rebel 
##  Topic 13: peopl, africa, somali, jun, sep 
##  Topic 14: rebel, forc, govern, africa, claim 
##  Topic 15: onlf, attack, ogaden, --, battl 
##  Topic 16: militari, onla, onlin, ogaden, barrack 
##  Topic 17: ogaden, onlin, ethiopian, soldier, kill 
##  Topic 18: freedom, ogadeni, somali, peopl, apr 
##  Topic 19: victori, sep, ethiopia, rebel, somali 
##  Topic 20: --, onlf, captur, break, free 
## ..................................................................................................................
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## Completing Iteration 191 (approx. per word bound = -3.016, relative change = 4.755e-05) 
## ..................................................................................................................
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## Completing Iteration 192 (approx. per word bound = -3.016, relative change = 4.931e-05) 
## ..................................................................................................................
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## Completing Iteration 193 (approx. per word bound = -3.016, relative change = 5.050e-05) 
## ..................................................................................................................
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## Completing Iteration 194 (approx. per word bound = -3.016, relative change = 5.471e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 195 (approx. per word bound = -3.016, relative change = 6.534e-05) 
## Topic 1: crime, ethiopia, state, ogaden, onlf 
##  Topic 2: --, africa, forc, rebel, ogaden 
##  Topic 3: africa, polit, separ, asia, pacif 
##  Topic 4: ogaden, ababa, addi, amhar, kill 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, combin, africa 
##  Topic 6: aggreg, arb, svd, africa, arab 
##  Topic 7: rebel, battl, ogaden, recent, armi 
##  Topic 8: militari, rebel, ethiopia, claim, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: rebel, govern, claim, troop, success 
##  Topic 12: ethiopia, attack, claim, ogaden, rebel 
##  Topic 13: peopl, africa, somali, jun, sep 
##  Topic 14: rebel, forc, govern, africa, claim 
##  Topic 15: onlf, attack, ogaden, --, battl 
##  Topic 16: militari, onla, onlin, ogaden, barrack 
##  Topic 17: ogaden, onlin, ethiopian, soldier, kill 
##  Topic 18: freedom, ogadeni, somali, peopl, apr 
##  Topic 19: victori, sep, ethiopia, rebel, somali 
##  Topic 20: --, onlf, captur, break, free 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 196 (approx. per word bound = -3.016, relative change = 4.785e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 197 (approx. per word bound = -3.015, relative change = 4.189e-05) 
## ..................................................................................................................
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## Completed M-Step. 
## Completing Iteration 198 (approx. per word bound = -3.015, relative change = 4.355e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 199 (approx. per word bound = -3.015, relative change = 4.647e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 200 (approx. per word bound = -3.015, relative change = 4.795e-05) 
## Topic 1: crime, ethiopia, state, ogaden, onlf 
##  Topic 2: --, africa, forc, rebel, ethiopian 
##  Topic 3: africa, polit, separ, asia, pacif 
##  Topic 4: ogaden, ababa, addi, kill, amhar 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, combin, africa 
##  Topic 6: aggreg, arb, svd, africa, arab 
##  Topic 7: rebel, battl, ogaden, recent, armi 
##  Topic 8: militari, rebel, ethiopia, claim, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: rebel, govern, claim, troop, success 
##  Topic 12: ethiopia, attack, claim, ogaden, rebel 
##  Topic 13: africa, peopl, somali, jun, sep 
##  Topic 14: rebel, forc, govern, africa, claim 
##  Topic 15: onlf, attack, ogaden, --, battl 
##  Topic 16: militari, onla, onlin, ogaden, barrack 
##  Topic 17: ogaden, onlin, ethiopian, soldier, kill 
##  Topic 18: freedom, ogadeni, somali, peopl, apr 
##  Topic 19: victori, sep, ethiopia, rebel, somali 
##  Topic 20: --, onlf, captur, break, free 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 201 (approx. per word bound = -3.015, relative change = 4.987e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 202 (approx. per word bound = -3.015, relative change = 5.087e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 203 (approx. per word bound = -3.014, relative change = 5.444e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 204 (approx. per word bound = -3.014, relative change = 5.247e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 205 (approx. per word bound = -3.014, relative change = 5.200e-05) 
## Topic 1: crime, ethiopia, state, ogaden, onlf 
##  Topic 2: --, africa, forc, rebel, ethiopian 
##  Topic 3: africa, polit, separ, asia, pacif 
##  Topic 4: ogaden, ababa, addi, kill, amhar 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, combin, africa 
##  Topic 6: aggreg, arb, svd, africa, arab 
##  Topic 7: rebel, battl, ogaden, recent, armi 
##  Topic 8: militari, rebel, ethiopia, claim, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: rebel, govern, claim, troop, success 
##  Topic 12: ethiopia, attack, claim, ogaden, rebel 
##  Topic 13: africa, peopl, somali, jun, sep 
##  Topic 14: rebel, forc, govern, africa, claim 
##  Topic 15: onlf, attack, ogaden, --, battl 
##  Topic 16: militari, onla, onlin, ogaden, barrack 
##  Topic 17: ogaden, onlin, ethiopian, soldier, kill 
##  Topic 18: freedom, ogadeni, somali, peopl, apr 
##  Topic 19: victori, sep, ethiopia, rebel, somali 
##  Topic 20: --, onlf, captur, break, free 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 206 (approx. per word bound = -3.014, relative change = 5.090e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 207 (approx. per word bound = -3.014, relative change = 4.639e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 208 (approx. per word bound = -3.014, relative change = 3.641e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 209 (approx. per word bound = -3.014, relative change = 3.483e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 210 (approx. per word bound = -3.014, relative change = 3.545e-05) 
## Topic 1: crime, ethiopia, state, ogaden, onlf 
##  Topic 2: --, africa, forc, rebel, ethiopian 
##  Topic 3: africa, polit, separ, asia, pacif 
##  Topic 4: ogaden, ababa, addi, kill, amhar 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, combin, africa 
##  Topic 6: aggreg, arb, svd, africa, arab 
##  Topic 7: rebel, battl, ogaden, recent, armi 
##  Topic 8: militari, ethiopia, rebel, claim, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: rebel, govern, claim, troop, success 
##  Topic 12: ethiopia, attack, claim, ogaden, rebel 
##  Topic 13: africa, peopl, somali, jun, sep 
##  Topic 14: rebel, forc, govern, africa, claim 
##  Topic 15: onlf, attack, ogaden, --, battl 
##  Topic 16: militari, onla, onlin, ogaden, barrack 
##  Topic 17: ogaden, onlin, ethiopian, soldier, kill 
##  Topic 18: freedom, ogadeni, peopl, somali, apr 
##  Topic 19: victori, sep, ethiopia, rebel, somali 
##  Topic 20: --, onlf, captur, break, free 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 211 (approx. per word bound = -3.013, relative change = 3.717e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 212 (approx. per word bound = -3.013, relative change = 3.909e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 213 (approx. per word bound = -3.013, relative change = 4.257e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 214 (approx. per word bound = -3.013, relative change = 4.364e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 215 (approx. per word bound = -3.013, relative change = 4.776e-05) 
## Topic 1: crime, ethiopia, state, ogaden, onlf 
##  Topic 2: --, africa, forc, rebel, ethiopian 
##  Topic 3: africa, polit, separ, politica, asia 
##  Topic 4: ogaden, ababa, addi, kill, amhar 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, combin, africa 
##  Topic 6: aggreg, arb, svd, africa, arab 
##  Topic 7: rebel, battl, ogaden, recent, armi 
##  Topic 8: militari, ethiopia, rebel, claim, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: rebel, govern, claim, troop, success 
##  Topic 12: ethiopia, attack, claim, ogaden, somali 
##  Topic 13: africa, peopl, somali, jun, sep 
##  Topic 14: rebel, forc, govern, africa, claim 
##  Topic 15: onlf, attack, ogaden, --, battl 
##  Topic 16: militari, onla, onlin, ogaden, barrack 
##  Topic 17: ogaden, onlin, ethiopian, soldier, kill 
##  Topic 18: freedom, ogadeni, peopl, somali, apr 
##  Topic 19: victori, sep, ethiopia, rebel, somali 
##  Topic 20: --, onlf, captur, break, free 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 216 (approx. per word bound = -3.013, relative change = 1.154e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 217 (approx. per word bound = -3.013, relative change = 2.711e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 218 (approx. per word bound = -3.013, relative change = 2.859e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 219 (approx. per word bound = -3.013, relative change = 3.488e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 220 (approx. per word bound = -3.013, relative change = 3.980e-05) 
## Topic 1: crime, ethiopia, state, ogaden, onlf 
##  Topic 2: --, africa, forc, rebel, ethiopian 
##  Topic 3: africa, polit, separ, asia, pacif 
##  Topic 4: ogaden, ababa, addi, kill, amhar 
##  Topic 5: militarycommuniqu, military_communique_october_, ethiomedia, combin, africa 
##  Topic 6: aggreg, arb, svd, africa, arab 
##  Topic 7: rebel, battl, ogaden, recent, armi 
##  Topic 8: militari, ethiopia, rebel, claim, onlf 
##  Topic 9: kill, rebel, soldier, govern, claim 
##  Topic 10: opposit, ethiopian, apr, asmara, eritrean 
##  Topic 11: rebel, govern, claim, troop, success 
##  Topic 12: ethiopia, attack, claim, somali, ogaden 
##  Topic 13: africa, peopl, somali, jun, sep 
##  Topic 14: rebel, forc, govern, africa, claim 
##  Topic 15: onlf, ogaden, attack, --, battl 
##  Topic 16: militari, onla, onlin, ogaden, barrack 
##  Topic 17: ogaden, onlin, ethiopian, soldier, kill 
##  Topic 18: freedom, ogadeni, peopl, somali, apr 
##  Topic 19: victori, sep, ethiopia, rebel, somali 
##  Topic 20: --, onlf, captur, break, free 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Completing Iteration 221 (approx. per word bound = -3.012, relative change = 6.289e-05) 
## ..................................................................................................................
## Completed E-Step (0 seconds). 
## Completed M-Step. 
## Model Converged
## [1] "check plot"